{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import pickle\n",
    "\n",
    "import os\n",
    "\n",
    "HOME = os.getcwd()\n",
    "# TD3\n",
    "recorder_path = os.path.join(HOME, 'TD3/TD3_record.pkl')\n",
    "with open(recorder_path, 'rb') as f:\n",
    "    td3_data = pickle.load(f)\n",
    "    \n",
    "# SAC\n",
    "recorder_path = os.path.join(HOME, 'SAC/sac_record.pkl')\n",
    "with open(recorder_path, 'rb') as f:\n",
    "    sac_data = pickle.load(f)\n",
    "    \n",
    "# PPO\n",
    "data_file_path = os.path.join(HOME, 'PPO/ppo_record.pkl')\n",
    "with open(data_file_path, 'rb') as f:\n",
    "    ppo_data = pickle.load(f)\n",
    "    \n",
    "# DDPG\n",
    "data_file_path = os.path.join(HOME, 'DDPG/DDPG_result/ddpg_record.pkl')\n",
    "with open(data_file_path, 'rb') as f:\n",
    "    ddpg_data = pickle.load(f)\n",
    "    \n",
    "# DDPGfD\n",
    "data_file_path = os.path.join(HOME, 'DDPG/DDPG_result/ddpgfd_record.pkl')\n",
    "with open(data_file_path, 'rb') as f:\n",
    "    ddpgfd_data = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "# 定义计算移动平均值的函数\n",
    "def moving_average(data, window_size):\n",
    "    return np.convolve(data, np.ones(window_size)/window_size, mode='valid')\n",
    "\n",
    "# 假设数据已经加载到以下变量中\n",
    "td3_scores = td3_data['score']\n",
    "ppo_scores = ppo_data['score']\n",
    "sac_scores = sac_data['score']\n",
    "ddpg_scores = ddpg_data['score']\n",
    "ddpgfd_scores = ddpgfd_data['score']\n",
    "\n",
    "# 移动平均窗口大小\n",
    "window_size = 10  # 可根据需要调整\n",
    "\n",
    "# 计算移动平均值\n",
    "td3_mean = moving_average(td3_scores, window_size)\n",
    "ppo_mean = moving_average(ppo_scores, window_size)\n",
    "sac_mean = moving_average(sac_scores, window_size)\n",
    "ddpg_mean = moving_average(ddpg_scores, window_size)\n",
    "ddpgfd_mean = moving_average(ddpgfd_scores, window_size)\n",
    "\n",
    "# 绘制训练曲线（半透明）\n",
    "plt.plot(td3_scores, color='blue', alpha=0.2)\n",
    "plt.plot(ppo_scores, color='red', alpha=0.2)\n",
    "plt.plot(sac_scores, color='green', alpha=0.2)\n",
    "plt.plot(ddpg_scores, color='purple', alpha=0.2)\n",
    "plt.plot(ddpgfd_scores, color='orange', alpha=0.2)\n",
    "\n",
    "# 绘制移动平均值曲线（不透明）\n",
    "plt.plot(range(len(td3_mean)), td3_mean, color='blue', label='TD3')\n",
    "plt.plot(range(len(ppo_mean)), ppo_mean, color='red', label='PPO')\n",
    "plt.plot(range(len(sac_mean)), sac_mean, color='green', label='SAC')\n",
    "plt.plot(range(len(ddpg_mean)), ddpg_mean, color='purple', label='DDPG')\n",
    "plt.plot(range(len(ddpgfd_mean)), ddpgfd_mean, color='orange', label='DDPGfD')\n",
    "\n",
    "# 添加图例\n",
    "plt.legend()\n",
    "plt.ylabel('average score')\n",
    "plt.xlabel('epoches')\n",
    "# 显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bdEx10BnuLF3zP+//T7608Utc8udLsB0bWZJL1y7W36W48GpedEUvOd23T7aztX0rYx1jJLuSODmHbG8WM2mWiFk8Fy8j50ZatEfRibterifXmSPeHieejGNa4o0clIOYaZOpkXKn5+LE3xPpKRFvmFZp/Lq/1I77jw3LtkrHBV1BzES5WauoQBqpgroSyZbGarVeXRp/M8mKmZnh7GzaJQLpqfFgyaK/cvkctm2TyWRITiRJjCewMhZu1Y1fE0Qyl8sJ8p/OM9E3QWYkg1t140q5yE3kmBgXM4E75CZv5ZFUUe9MJkOyK0libwLbsIl1xhjfMU4mX+6Dtr9Zs/idYUA66gJJIpdSmBOcj6ZopWOKxEeWZCRFQnEr4pnJWwzFh4jn4kSykdI4L7YXCEW0uLBKG+nS8zazX4p+UJlspvQ5Y2SYSiZwHJBkUBUHHMhlwe1xl86NJLJ0jA1ipk3694iAiGQ+STqZJplPlgjSUGSK9thmkrYYS4dSsExTKHHdke6yPi4fR+KasRh0dNi098VKhEOVNGxzuu2Kz0DxGa7x1JQUVtuxGcsMMpkdoXMocoDDd1FZicUODF6wLHj0UTj8cAgEYN064TQeDMKcOeKY8XFRn6neOImeCXy5MKtXQ22tOAeE2bGIdHr6s2k6M/4u1CUnzHY9PQcqWAOxchP3TAXLNCFrpQmnI0ylp0jn8gUSI+qUMbLcfjs0NsKJJ8KGDXDmmYIQpc0kmTSkMibhMIyM5YglTJAkFjXOps5dh6JCODLKyOQQ8UwcI2mRnuEqkM1Omw/7RxOMJcewbadUxqJClzCiTCWjTOWmFbVXI6D/KqhvdgEqeOORyqcYiA8QdAVxqzNeaNmIeLknJNSoiivowtfgQ9ZkeqI9uFU3swKzeKDjAW56+Sa2jm1lVmAWVa4q4vl4yZfnrIVn8c5l7+Qj93+ER7sf5dHuR5GQOHfpufz07J/S6G8k5ArhUl2k8imGE8M0+5tLxMiyrYMqWLYjTDSKrJTVpygxq7Ja8tWpclexd3JvaQJoDbaWXau4It9f7XJsh8RwAneVG90/TYiKxMGxHHJZ8WK1TbvM2frvEayZBDaSiRByhcp+L6pKM/3Icmau1EfFujiOQ2Ry2oxn523SA2kkWSLdlua+vfexbWwbuqITyUZ4afglAJ4beI533/Vujms7jpA7RCKfIJlLUuetK00MPt1HPpNnIjVBzsyRiWTISBmsjEWmM4MiK2SGM+Rm5/BoHrFyNw2cSYfqhuqS6Y0QMAVqUkW1xWskHomTt/PsTu5m075N9IX7qJKqmFs1FyNgcN/e+9g3tY8mfxOz/LMYTg6TzCfpj/WzunE1R7UchVfxkh3Iktfz5KvypMZTaD4N3aeX2s2tuqnz1jEaHS2ZurJmlsHwIK11rZg5MQ5yiVyJYAbVYEkZK5t8M9OTr23aJT8szathJkwGMgO0T7Xz4N4H2TG+gyW+JZzVcBan2KegPKIQ7YqS9WVpuaiFZ/73GTb+90b0Kh2tVsMT9HDYZYeRXVYg79V5XCEXETNSUrDSqTRWtkDkxnOYCRPLZZFKpEAXyqNhGSTzyZIaVkTaSDMxCao9bVZ1sj5WN65mMD7IWHKMbD6Ljo4jOUiShKRJpFNpkqnktAk0W074zZSJlbUwfWaprfJWnmf7n+X2HbczmhxlYc1CLlx+oRgvZobsDFtNJpdhKiHavcrrwzLjpIBMFkwcHEdM3k9s7SOVB3ssy8JaHwREP9qFydtyLBQU+iPDQiXTB3DlA+TTFrp/urwgVK7efoO4d5KaasqevXITYcEEmwVwmIhHKT62NjbpjI3knW5fXdZKBKkt1EZ/rL8Q6GBhOeK6E8kpQhM1AMiyMA9mMiC7UnRE+8jbOc46YgXxiM7kpFCSLrxw2qTY3g6XXQa33w7nnw8+n1CEurYmiA6KBYVi59EK3E8tzNpFkpHPC98ttxsWLsmxZWAvoykvbb6FZQQLRLvPJGbJbI7B3DiSDE3+JiRJKlOwJAmSRpxiC6ZyWfrHYuQcDX/QYHAQPv8fDqmURG2dQzol0dkJ//VfDhe8P0B1nZsbt1XTVAXnvzuNaYCuuPD7JXR3HU21LvZEtpMwsiTzICVUTHu6gLncdHn7Yr0wlSeWSQHzy9rAsHMYJtgzFtmRCLS2ijq8WagQrH8zjCXHSkQoFo1RY9TgBBwkWWIgNiD8XrrSzPfMx8gYpKfSKHMVvvrwVzElE82lcev2W0vXG04Ml6LKJCTOWHAGXzrhS9R6a/nC8V/gG099gyp3FdFslLvb7+aFwRf46dk/5Zwl5wBiQl9Uuwgo9wsqkqliridZktkzsQfTNlnVuKqkwkD5CnI8NU7GzJAxMmWOprFcrIzgFB2mLdvCsq0SacvFc8RH4uRTeeqW1JWOLxIs27QxCt6TxfIVcTA1LG2kiWajNPmbyhQ00zYPMOuYtkk8FydjZEqkaiYBLNbHNmwyiQzb4tvwKl7W5teK8tgOT3Q8wWce/cwB5Thv6Xnc3X43d+25i7v23FX2W5W7incseQdnLTqLY9qOAaYVKEmVSiqHIivosk7eEZGglm1h2ia5yRzhVBhjokBGJOi0O3l59GWW5ZZRrVTjw8czg8/w2e2fZTQ3Wnb/20ZuYyw39nf94VoCLfz81J/TGG8knU0Tc8fIx/Ikc0m0ZVqpfUPuEAFXADtvkzfzGJbBRHICYiDLMrItxo5lTJtqVUdFkcQYmGlKHpoYwsk6hNwhNk9s5vnI84TTYU6QTuCGrTfw1MBTZWXsjnRzx947GHt2jMV7Fpe+H3lkBCNW8CuM5slH86RI8diOx1jzpTV413tJOSl0n04+nEdWCwQrIfpclVRyU2J8OY5DOpdm2+Q2bMemNdhaUpKLeHnoZT79108zGo3iM4K0ueZyhu8SFkYaqaqe9sXLZgXBsmWbVD6FqqtkohliiRgU1l4zfWQyAxnyUdFmKU8Kw2vQMdXBHbvu4Ecv/ahskfFE7xN86YQv0eBrYOfETu7vuZ8l/iVckL6AVFZBkiRaq5oYDYvFQjoNHR0mmg5a9SipfBI7Y2LEDOIui+r11fRv7scqSEqWbRHPpcjkRHm8LoORyV6Cvio0R0yceStPJiOc37NWhvAU6DpsHkijVQm1p/w5LKicBhhmhogxrWDZjkUma+EtEKxsdgor3Ymaj2DqtSiSgiIpJBMyv/qji4GJIMvXJaAmTiqbx+vSqa0VJrJYKsvu8D4e+HMt0XA1C2uy1AV0wmH44x8FuVq1Cm65BT76UXj+eXjve0U03AknQDLhMNqdKmWTcOnCnK3oygEEq8ht0xmbXWN7SaYNkoaI4DVNwS6KBCtrZeiYHCWX0Qhq1aQyDr39ICtwZJuFpqgHEKyUGccqkJTH/mbwmY/NIZtRWLQ8SWRKI5GQWLA0yXU3jVLjauB9P/shPfq9/N5ww51Xw76zAXjw4SA1oSMI+GR6T7d5z3lpWvCi5MB0LAwTSEiYsoGiCDIYyyZIRzPoNGDYeTJZmHQiZPJTVOm1pV7N2zmMvOjDYvsYhmjPYJA3DRWC9W8Ex3HKEmJmh7NErSiGaeCqdZVIjZE2yOt5vF4vkVSEy357GS9HXi6dJyHxnlXv4asnfZWRxAg7xnegSApnLjqz5JBc763n6yd/nTMXnokma2wd3cp3nv0OXZEuzv3juaxpXMMt593C6sbVpesWSY7lWORiOeJdcTwtHsxG4S9RfHnnTKGegPCfuOaJaxiIDXDDWTfgVt1kjEypnrIkl/yJDmUCNWyjdO9UJsW+8D7qqacOQbAce9rR2XGmFSz2c0OybAvDMspMMMOJYWLZGLqil/md2Y5dMk0MxYfojHRy4pwTufKhK/nDzj/wyaM+ycUrLy4jbUWCZUQN7hy5k5/1/wwZmf/gP1gvr0eTNb7yxFcAOHLWkaxtWossyVS7q7lg+QW8f937uaf9HjYNb2IiNYGDQ8YUbfXbbb/lt9t+y4lzTuTaU64tETzHmG53VVLRFA0JiZyVK5XfMRym+qaQa2S8dV6G7CE++vhHRXkPktqsWqtmfc16JFviuchzDKSFH9zSuqW0BdsYSY4wlhxjYc1CltQtAeD+ffczlBji7HvOZkVgBRc1XUT1UDUev4fx1DiejKd0/aBLqFFuxU2SJBkjQ87KoZs6E7EJGmkEpsmrIikoKGUKViqfEnmcwjFSnSn2vrCXXyR+wWjTKNGqKDd03lBqkyW+JWxYsIFjosfQ+4lelLgYS6Zi8tKxL7GgfQGN4+Ke/tP9XD/nelxpF+/vfT/5Z/NsuWYL7hY3az+7lhUbVpAzc0hawUSYEAsBTdUwDTEGt0e388EnPshwatrp5OjWo7n57TezomEFP9v0M6586Moy09fWzLM8HL2T/s3f5kz5MOZXixV+Lp/DMOCxkWf40t8+w7KaZXy15Rv0j0kEVynU1YqxOhIJMzoaZm6+lvH8OJ2pTjYMbOCa7mt4fvD50n3WNa1jRWAFd/XcxaaRTVx454VUuauYSAsTqDQuMXf+XGa7j8KvVlEfCGFnAozKJqaRJ5+3mIylyDmibq6YhgFYXgVX0EXGFEEsRt5mMmwxnhW+a1WuAPneAcJ9CVzLveQNQToM26C3t+AgbqUxDOG345bTSBHQdGjvMPEuBL+fkudzPg9j2X4MWUJGB/JYjkU6a1HgV0RjUyQnbNKuDJ4GQRh7OnXe9+6l9HZ6EDIuzFuc4qSTc5x3ts6uXcJstW23xR2/X0ksIt4V9/7uwOfk6quhpQW+/334/OfhySfhfe8TPlaXvdvk/JNsLDQeftLNqcflaF5pouhKSckqRtEV/5/MjuBNGSXClbdzmKa7VN/iMVkiGAbEjClkvU0oiiYk0wZB7zQlsCwxNiLJNG4PPHxPNdd8ohrTFIuDjt1CRvQHTP7zCz2MZSb4wpZ30TN383QlL3k7zeELyPesZ2rZdwhv+QA89m22bFfY+JyLe+7M43cFiFlxbMvCTFo4AQfVZeBkNYbTPVhpg1rbRyqhkE4LAhXNT5QRLMPOYRpibtE00ddFB/03k2BJTmU/hzcF8XicUChELBYj+AaOgLyVJ56LMxQbYmr7FAoKSo2Cp0VMUGbaJNmZZFbVLBauWchZvz2Lx8Yewyt7OaH2BLK+LO9a/i7OWHgG86rnAcKvYTI9SZO/icn0JKZtsqx+GV7NS3+sv+ToXu+t58aXb+TGl28kZaRoDbay6UObaPSLySdtpNkzsQdd0QlvDWM6JpIsseHkDWTNbCm55KLaRSV/mW889Q2+slGQCrfq5tpTruXEOSfiVt1kzSyN/kbGkmOosoqDc1CSNfN63d3d9Ozrwe11c+wJx4o2S+aZaJ8o+QMNm8PEIjEkWSK0MoQsyWiKRs7Msbh2cZmasGdiD2kjTaO/kUe2PsLGro1cfMTFNNc2E86E+dhDH2Pf1D4A5oTm0BebZiSXrr6UlkALG3s3srh2MVeuv5IHOx7kLzv+wivhVw7Zx9Xuav504Z8IuUO0hdpKjvzrmtchSzKjyVGG4kPUemsJZ8I81fsU+8L7uHX7rSTzSY5uPZofnvFDFFkh3h7HMUS0YrWnGo/qYSw/RsvqFhr9jXRMddD10y72fHMPAFXzqrjnw/fwRO4JWjwtzHLPYm9iL3EzjozMybUn84XFX2Bp7VKG4kMMpgZ5LvYcC2sWcsSaI2jyN1Hr1JJP5AnMEtF0APFsnKsfv5qbN99cIg7nNJ7DDw/7Id3hboLLg8iqLHJ6ZcOMp8apD9dTZVdR569jMjmJt004zjamGvFoHhLZBAOxAawhi1q7lnw+T/9AP3Mvnkt2d5Y9v91DJBwhvy2PZE3bESy3xUTzBPGFcY45+RiWrF2ClbbY9L5NmAkTNaiSa8lx+9G30zW7C1fWxVkPn8XSqqX88IQfkpEFaXLZLr7xyjfIPZ4rmQHbPtnGsyc9y2zXbNaYawioYiwF9ABJI0neyvPx3R+nI9VBQA+wuHYxW0e3YjkWqqxy1qKzuG/vfQCcNOdk1vnejjoBm3mQxyceK9XBrbpZ3bga2ZRZZm/gzqlfk7SFTSogh0jbKWb7F3HCgvW80P8y+yJ7cHBY6F5Cf76HvJ1HRsbGRld0VjWs4owFZ/C2treR7k4zmB3k51M/57nB5wBBRGd7ZtOd7qbOU8eRdacSzyWw1QQ/WHsd0Y5qBmMDeIJBArPrcTxTmBM+XOMao5k+GtfUcdLh83n56ZexDZu4N8CuF5bT09NHJqNSF5jD/Lm7qA7GqFo0h2BzlGCgQC7GV6HICmm1n4FJ4ZQjSwoOFo4DVXod82rmsGwZRCdTBGnn+Z3j3DxwH0c0vIPDao6nNykif/0uH23zhXvBZE+cRktnxJ6gddkC5nhWsXS5xciQQn2jiS+Yo6/Ti+Mc2gZV35Rj9oIsrzxbbt498UT43vemzVfV1fCLX8B994l0DQB+r42qQTQm43bZPPFwlqNO8hKNiig6nw+WLp1OX9Gf7MBbHSeZFCbKVt8CarxVrF4tUiZEItCd2E3OmnZ7qHE1Ei74LZ2wcjFVfp1duyWSRpQqvY6f/DrMb7b+GmXDT7EStXD7Axx1hMrnv5Lib3/1IHvCRNpu58nwHxjLDpC10gS0Kj559MfZN9bHn/bdVqbsN4000ZZcx+bwUqy9Z/LtSzdw+OIxhqRR8hGFX/92Ac2L87z9tFo6ttlEpSH6hwJsvL+Rk84e530fH6KuDoaGZJaG1gGQnUzSOfwKLjWMHapi7bwT8CQnGAp78M0KsXo1KOVeJ/80Xuv8XSFYbxL+rwhWEbv6djG6R5hqxqQxsg1ZotkokakILbkWjpl/DNvkbVx2z2VossYPlv2Apf6lhFaGkGSJtlAbDb4GQDhsD8SET1fRnLC2aS2KrBDLxkoO18vrl+PRPEymJznuV8exd2ovx7Qdw4OXPEjIHSJn5tg5vhPJlojuigp/K5fCuqPXEc/F2Tu5F8M2OKJpNZ969HM81v0YE+kJbMdmUc0iOsId1Hhq+PNFf8av+5EkieX1y9k1vutV22Ju1VxqvWK1s3PPTsb6xlBcCsefeDzxXJzu7m7ig3HmV81HUzV6Ej1ks9kSwXKpLlyKi3guXnYtgDt33cmj3Y9yWNNhfPqRT5O20vgUHxvaNvDc4HNkzAyarIlozIJatbxuObsndx9QzkZfY1kG9ve1vg+/6ufO0TtJGAlydg5Jkrj2lGs5Zd4pACXzrCRJHNZ8GEApN5VP95Wco9c0reGFwRc447YzSBtpvnriV3n74rcT21mIsFsUoNHbiNln0p/sp351PU3+Jvbs3cOTJzyJlbRAAhzomt/Fn674E7eedCtHe48mkU3QHetG9+iQg2pPNU3+JsaSY8TsGNVyNQk5gWeBh6V1S0m2J7EMC92vl5lpATraO/jOC9/h132/xsHh5PqTubjxYoaDw+yO7uaBjgdKSl9IC/GTFT9hXu08RqOjDLmHqH2sFg8eVp61kut2XEf1j6vx7PWU3UN2y9jZcnmyb3YfddQRHA0ekO08tCpEsiuJlbYIrgiy/GvLaapvAhXsOTZX3XMVT0w+UTr+uFnH4ZJdPD74OAAr/CuYd9c8jnj+CABuufQWuhd0E1JDXL/iejpSHexM7cSyLEZzo2yKbaJKr+KBdz7A2rq1PB15mu888x2e6Ju+x6eP/jQXLLmY4a4AoeEAS5bafGfzT9iYfIyIOc5IZprI+5I+qiPVqMtdxIzwQdN0ACioWAVvG4/iIWNlCKgBrjviOg5ffjiSIpEP50kPivZvmtPE5vxmTNukfryJl5+ayw+cs0m4yrPwn9p4Kte2/oydA73oPh/pxizPTNzLWbyHWVo9PfYAgTk+jlnVxL5t+8hGLf77y4exY2sVeCfgsF/CnKfgyS+zyL2cr/14kOrmLPX1wgQ0OAh+r8asWRL7OoVUI0nTYfoBrYrFwSpqqk2Gx7347X18dutXuGf0Qeb6lnLb8ZvpSYrnMWFEeDR2E6e1vZ3GZCOzdZ3hXIx5q5fwi28v58c/hpY5OX5+Rx/hRIJ8Vqd/X5CnHg0y1h/E71OIREB1ZTn1vBGOOC7MrBao1Ztxcj76x6MEnTb8frlkygJYvFiYMx0H/ni7ySc+ITE+JViBqgpT34J5Fi9tktF1ib17weWClStFvqvxcehJ7EH1pMlkZCzLpsHTSp27kcMOE35eqRS0x7bgzHC696h+Ribj6LpM22yJDz52DvF0hvmRD+NXgzxn3QjB6RQu/uwSjpt3BDltnN3j7SSMKGlrOlK4zjWLLx7+A45fsQCAp7pf5MtPfZasmeXcWeey6MpFuLPu0jNAeAHq3X/k+KWz2b3dz9hY+bM6EwuXJfnaDV3UN1iMjTksCKxEk3Uie4cZGN2EhwhyY4BlC0+nTkuwrT2G3Bxizcp6mhq0Q1739eC1zt8VE+G/Gf6y9y+8OPQiZ9aeCcDjk4/z3a7vlhxHAWRk3hp/K0+PPg3AleuvZKmzFBBO3pIs4dW8peOL5qRidKEiKyWTW8AVwK26kSSpdFydt457L76X9b9Yz3MDz3HMr47h4fc8THNAJMHMxUVWdMuxUDWVSCbCV574Cn/Y+Qck4PwFJ/P7jr+W7n/mwjP5zmnf4aI7L2Lv1F5+vfXXXLn+SgJ6AJfi+rttUjQV5a08d3ffzSNdj3Byw8ksTQuVJZ0UEVJpM01IDWHkCqaxQvi+JmsHdZBO5VN87MGPMZ6eTrDqkT2krBSP94rJ9aiWo/jFOb9g7+Revv3Mt1lQvYDPHPMZXhh8gYc6HyKWi7G4ZjG37biNsZRQ4i5pvoRT605lYd1CrIzF+fPPx0yJ+ypehcC8aQWtaN4r+hfBdDRjkVwpsjCPHTf7OL520tf470f/mxtfvpHT5pxGsidJ/239BI8OMrRgCHu7jfdoL5PKJE98+gkGegbwJr0MNw8z/sFxVnxnBQu6F/DpsU+zsGUhRIR5S5d1ZFMoHqqklsqk+lXMlImRN/DgQVf0kmN6cfsWb+30WKtVa/nC0i+wyL2IazquYePERjZObCzrz6V1S8maWYJPBnny1ifZdNomfl3/a5Y+t5S3PvJWALZ+byt1ch26oWOoBtGqKNGqKDVGDbV9giC/cNQLxGpjNC1vYt2GdVw6+1JUWyUxmCAcCbPnoT2M3D9CbIdQfpqObmLeZ+ehuIWPU02ghoZZDXx35Xd567NvJW2l+fDcD3PR+ouoqa7h1m238t3nvsuu5C52nbELy7I46qWjuOBvF/C7lb9jKDPEJ3d9kqgZPWDMXrXiKnyTPqLJKAtbFvK907/HppFN3PzKzVy6+lIuWH4BfeFRzJ40kZ2TsGgOVx/2MT7p/grRrIu+/GZ2Gw+SeDSBdqOGntFxHRVg/XdP5LE9L1Bt19Lu38EIu5ilrGJ987F4R0LcN/5bjl99JIe1LeWJzU/Q4MzFN9pEuj6Pr8lVSicBoMQUzlp1Fs9sG+bzV81m1+4Q+J+Dtb8GVwLFDOKc/CUeH3ucD899hbbZtYwmonx164cZyw6wWXuOby28ga3SC6zLHs0Lgy/wh64/sP2JZbQncyjH74ETv4KlFiIoZz9Dxy2P8eTjDZz1rkKC0wy89FQVHo/EhZdGqK4RfuySDJFChJltp/E6UVITIDlz6Yz18ZfRhwHoTbXztW1X4NMCLAqu5A/dNzKQ7uSJjhc4q/8v+Gwvc5YpvLy1ihuE1Zirv9OHP5QlnICmRolTjnV4+7u6qfPWMadqDnv3wu7RAVJmHF1xo+tZaurz9I2PkHKgqkpBl1tLubIkSahRxb/femySl/6S5qFn/KTkIMesy3D+JS66ehSO2JDlBzdN0hJsxTRFKoLf/lZkQ4/lG/GHstTXqixcM0HVwmwpoGBsDK79loUaaubiDw3j071kzBRPbOnnhv4PIKkGNSGdKVOQqe2h75T62ZWdwxH2R9nm+1+S7r08PDKdQgPAo/h4R9sHObzuROb4luCryhByh6j11OJZ4mFF058JuUP0/7Kf3VlBZN/98Lv5wftvJl3ThXnZcWx88qsQ+RiNDVlC1TniEQ8tzXniKRNdtzj7nDhrzwij4sHM6kAaSc9gJSQkKYdkmVgZC7nWwJHEu1Lyhslnx1E8HqD6gGfsX4GKgvUm4f9CwXIch8N/fjhbRrfgVtws9i5mZ2InNjYrG1bSEmghHovz/OS0T8Xxs4/nhjNvYHL7pFAyFgdQ3ErJ3ASCmOwY21E6x6t5WVa/rOy+cGCCyi0jW3jb79/GcGKYdU3rePb9z7J7Yjfp/jR/3vtnbuy7kaPrjmbcHqd96sA997558jfZ0LYBv+an1ltLx1QHZ91+FiB8UhwcqtxVfPCwDzI3NJdwJsydu+/klLmnlBzrAep99bQF2zjzd2fySNcjgCCZP33bTzm8+XASHSLsvs5bR523rixRaGhViGpPNS7VxVhyjEZ/I63BVgC++PgX+dYz38Ije8jYGeZ65nLj6ht5OfIyk8Yk8xfN59i2Y5lXPY/R5GiZk/faprVsHd1a+vz8wPPcvfduPrTsQ9RP1SPrMsFgECNmkJEy2HnxNpY1meCyIB7NQ8bIIEkSjuPgUl2sbFj5d/srZ+ZY/pPldEe6+WDjB5n/pfnkp/bb5mVOluaGZiIvC6XDlmx+8cFfMNwyzJEvHcnZD56NGlB524tvY8X8FSQmE2zeMe130RxopspdRSQTIV4dxxl1yFpZQitDHNZ8GKNbRktjRvfp1C2dVrEm9kyQTqTpd/p5ZeoVvrzly9iOzfKa5Rw7/1jOXnQ2p80/jcd/9jjPfPQZpIJ5JlIVIZAIoFoqCX+CQFKQ0ExVhvuvuB/3PDc7YjswTIPlu5eTCqY4cv2RfGj+h6haUoV33EsVVcRzcfJqntpltSIK74UsXTd2EZgVYPWnVtM73gsIc29VTRV1S+oY2TLCpuFN2I5No6cRZYFCc00zrcFWdo3voivShW3beHNeNp+6mVw4x5yvzOFT+qdK5OqSpZdQG6wlHU/TZDZx+tzTqbarqfXWYjaYTCgTVLmrWFAjlIGucBcvXr+Fjmv3gGUTnB3ihC8fz9wzltEz6mH4oa303fsM4c3lecLc9X5Wf+kc9Bof3pZqpIZhXrl5G6ElPpbNWU40rNC0po5s7Q7svM2u53NY0RzuGo2lx/tID6bJh/M4DqjZuYwmWvnoJ3UiEQm/z+b8szIEqjWeeVFD3fYKq+r+jBEaoGdlL7EToqSMLEOxfhZ0LaBjUQemaoHkUKM3EjcPvg/mIt88/Go1W2KbIV1Dw/1P8cObkvhcCtd9cT7PPCYi+M6+YArbhuEBHZ8vyxkXjDF/aY4QUVZWVfHkcyGu/tZcgh94G/u0R2hyz2I0+yrbQv3t6/DM1XDxO2D+YxBexPHWNfzgK/OYCsP4GDTUeDhmxWz2Tu5FlmTWNK0hEpb52w5higto1TTOiVAXCDESidHXCz63m9nuFaXb1NTAPOGNgWVYDG0dEqZtfys+bQ6zG3NseybKJR+vYmJCLChnzYJvfQtuvhmeffbAoiuKwzsujjC7NkRNrcRvfivT3Q0cdjPek25kjnUa2tRKdtR8C6dmRsLjWBs89xl8h92LkfYRSh3G1y47nZUNqxnRn+Y3r/wOCZnTl6/Hn1vKRCJMnbsZtyIWSS7FQ11zhsPmLCTkDtEx1UE8F8en+XjwhAdJtCdKSvi8c+Zxy+m38vikMG1LuSpO8p1Nm6eB9c2rWRpYy6CVxRxO4fXo6Is8SGYQt6YTzkyxuLUeORMhPZyne0cvSjKO1qCx7MgzqZYzpUTOG47egC/kO3Q/vw5UFKz/j+Iq31X8fur3bM1uZUwZI+gKctTio7jn0nvQXBqj20a5ce+NPJV9iivWXcEVa69g1/guJEUSio0Dal7FztvILkGwdEVHkZWSf1Mx5L+IQ2X+Xte8jufe/xxH3HwEW0a3cMW9V3DJykvY1LOJH/X+CBubpyZElFadt44vHf8l7thxK88Nv8KJrUdx9fFXM5YcYzgxjCZrnLnoTP7ryP/iJy//pMzx9m89f+Nti97GC4MvMJwc5q49d3H7O28vZS7PW3nu23sfj3Q9gi7rLPIuYldyFx978GPUe+u5sOlC3l77dixZRM0ZtsGfR/8MwNrqtZy95OwyBcuyLX72ys/43+f/F4DPLvgsK/wr8Kk+GmsaOVM/k0Q+QWh2CEmSUGUVVVZLBEtTtJKqVJxQzlx0Jke3HU1jrlFkzveArumgQDqXxqW4yFk5bMPGsZ2Ss3+RqMxUsDRZK4X3799fLtXF9W+9nnNvPRftqxr5qTyxhhhhbxhf2kcoGsLd5ybSF8FQDe6+4G4u33A5X279MrdM3UL8zDhVg1VEt0fZ8a0drLl1Dbqul4he8f4g/HJUn0rSFDmNVFnFsZ3yYACz3FRnGzaqrOKqdnF82/E82fokU0NTzJk7h4WLFtL9eDd/+NQf2PeXfUhIRJZF8A36qI6KFerg4kF+efEvCcaDXF5zOW9b8zY+2vJRVFRGMiPc1XcX8mKZ5bXLaZKamDNnDlE1Sp48fbE+MkYGLaBhJkW/1CysYd7/zCPYGiQ6Fi2Nd03RUHTR5oqm0OBuIGkkSRkpQmoIjypMHSsaVrCiYQW7xneRNbOs+vwqNn12E6M/HeWaH17DTcM38daGt/LZ0z5LkiSTo5OkB0TqBtUtxpxuFcbBjKjZgScG6Pi6MI0bqMT7YzzyyUc45ds2z/7wZZLdhQyMMtScOB/X2Q1M3biLbE+CrV+9h1Vfejvu+gB7vvQSk/fsYxLIHj2Ea2Eb/XekSMeGWPO9NcghHSuaIxsxRbbtvE08ofKd/1nBS5umifFhq/L89FsRWpstspKHxVvuJ0w3TLpgciELuxbycPZhdm7YyWW/v5z5vfPontfN7ZfcjoWLMAXTeOcZYLqpmdeBrzrH2xuO4531Z9NWtYJznr2Ivexi/C1v5z0PhXGSDfDUZhTFwbbhgT8VTfcOEGDH5iBfu7GdYPUU7R1NfOzquaSO+QKj2iNIjsxJ4R+hLd1Bf24r+bzD1vjjOEDj4Afoa/4RHP9tGtY8x3itULto2MXLymU8s/M2FtbPEfmh8lH8+nJ0RSdv5UnlU1RXB3BkAyyxuNE0kR5HLgRGp7JZHJdIm7FmTbl/UGo8xUhiBFM38baGWRScjc+t0tQywY+/38H3f7SULVtrGB6W+dCHhA+ax2txwQUOYWkffdaLyO0XsX2Tjz//rmbGk+XgOufT5A77AWlgD9tKoo6aaiO46yrC7k007rua912usWLdsWXPpZyWaNHmcsm8T+FVA5y7YTEdnTabBrfhODayIpTDvJ3F46YUCFT8f/DFQRLtCWRN5tRvncqjn32Unvt6OHfvOzi+6zhGZo/x6LGP8MS823FMh1sScP7sSziq7p0oKnjlKuSkjOxRURHPVtSYwBVPYppTBLVRUniwkxa2mSctiWfF5/eVBSX9q1EhWP9GkCQJ+fcy6x9cz3rWl75f/c3V2Dm7lNjxgnkXcP7c82kNtiJLsvheltBkDStnYYwbhJNhGlY2lK7hVt0lk9PMhJp/D3Oq5vD783/P6beezh277uCOXXeUfjuh5gSyThbLbfHVo7/KrNpZHFs3j21Dz3Px6veUygbT28zccNYNfProT3P/vvup9dZy+47beaDjAf7c/ufSdcOZMF/42xf41IZPocs6OTvHtU9dC8C75r6LS+ou4b/3/Dc7EzsZTg5zfef1GIbBgpoFrPOv44e9P+SRCaF0MQD37LuH773le0QyEX72ys94oOOBUuqKY6qP4bjq40ok013lJpsuZLW2HCRVKjOpzmw/l+rCzJv4dB/zq+eLxKSDWVyKC9Njoms6AU+gZH4tJgO0czaekIcI0740xfYpjoNFNYvoj/WTzCfxF5MGFfC2xW/j6+GvY4wbpLwpfvmeXyI1SDz3/ue47Uu3wc3iuOePeZ63nPcWNtRvwMgZ3HHcHbQ2trJ1yVbuPf1eum7r4me7fkbjmkYy/gz1Z9ULQqmIsri8LiRNKuURUh31QEJlTX92HAfLsASB0TVsbEzZFNvNdGf40Vt/VNosGQmWX7iclg+3YAdten/bC8Ow4V0bONt/NrOXzyayN4Ksyrg9bsyMSbOnmbMbzy6ZVTVFo2ZWDdF4lJSdImcIH7lihB+ApmtgiL5UEGH6ml+YjIsESFZlvLqXpJFEkiUkWSpFwc7s86yZpeHCBrw3eEn3p2l5qoUbzhV2J5fbRTafRVLEvW3DRi1EdCmGAnohR5Vtosoq+zZGAdjHIu7ifN7D7cxO9fPIxx8U53h15p8/D8+JQbJ2Pfk6k1nfO5rw57cR7xhj9/cfJrRkFqMb94EsgQRDzw/A89M7H2z95Faqv7EBQ5XBtJkYNBlv9/PtL86mfzyEojg01Dmce67DZy6bxF3g8Vtueonwy90obhXnqPVs3ZxhdWILb33krbRuOov5U6LP5/fM5z0//iG3pC9HPvon2Mk62PI+Ln/3GMfP3oVep7Bk7iB+S8KvePnB6ut45zOXka3uEelCXTHqz/k+15zxadzeHN/6+T6mjvkgXleW4N2P0T6Y47+/mMHqv1AMmCN+CsdeJ8baX27iD5vPZ9mKd3Di8So33QS1LVFa5sfY/vRseE8HLHqoRK7eP+dbdPMYT/T9jet3fJkPLv0c39/xOcK5MQbM73LOknPIW3kRoCHZBEImU5MQ9IpxkDWzKDPSeqetJCF3oMwPC2BicoJkPom3wYss28juFIruJ5lPUleX41tf30YypfCpzxxHT684+ZL/HODccyQ++coFdMX3cPqpf+b81Pe477YGArjw+6B70XXsbvoBALVdH0Wu68F0jRJgFh84/AO0nDSX7q3v5vhP20xmylU9BZXccBw7bOMEHQJ6EFkGTZVp9S4AHKbsXmrrTGzHQdOmF1nF//tuFT6Bs0+dzZJzlmBmTTZ+eSNTe0Xy2ObuRi7rvoxclcFUc5hdLdv58zG/567+2wGoVmo5KnEcH1vzI1yyaFMZsSWXhzB5f4p8TMI0vWBmSJHC3eCmbWFbWb7DfzUqBOvfDNULq2lc00hyJEkuncNMmvTd1odxmYHjEsqB2+cmg8jIXAplVxV8so9MNoNX85aSNRYxk2C9Fr+nmTht/mncf8n9/M+z/8OTfU9SpVZxbM2xfGzOx9BVHc8sD+nBNCoqkl/jpJZ1OLZFJBM5gGABzKuex5VHXQnAu1e+m1u33cq9e+8lb+W5eOXFfOC+D7B5ZDOX3n1pedu4q7l4zsXU2/V8f9n3ibRFeLjrYX699df8pO8nZSkHZGSOrTmWF6Iv8Gj3o6z92VpcqqssJ9cXj/8iqxOrkezpCdkdcGNqJmRFegNUSgpWEUWCVWzTKncVkiQm5UQ6gd/lJ+lJEtACkBEJAGduhGzlrAMm8P2Ts3o0D0vqlogtUvYjxInhBNItosw95/awfsl6rjj6CpbWL+Xj//Vxfrjrh+Qn8lz84YtZ3LwYr+MlRow8YqzUHVXH4s8spvNHnYxuGWV0iwimkAIS9SfU4w16sVIW3pBXJLeUhTqqMk2wiorXTML12Oce48UfvYjqVqk/qZ7qY6oZ/sswql9lx94dxPpjeOu8rHjXCta9f53YcDo7Sj6Qp/ltzcwJzWE4MYzL5aKlvoX0ZBpvwIsiK5gF5+2ifxiAr9GHx+2BOKU9LXyaD0uddnLXCjHxtmmDBfOq5lG3vA6yIts7FAhWwWdR1uRS385EsQ9kXWbxVYvZ+smt9N/eT9NZTaheFVVVUUyllOEdpse8k3fwVAmT8N6BCb74iUbi9wY5Eci6Q6xb5vDHLRfxIW6mihjd/lXsazuZOXGbxd0DtDUn0GUNLeBm/Y/fw3NX3Ex6OEZmWJDVuZ8+hoVHNDP11y76t0fxz65h8MGtTD03BX/sJnhyG/lwmntvq+XpX0i82/oZYa2ed/zyHI481o23zsvEHpu993aQCWfY/VthLj7qC6ey4qzZ6PUhfnyRC/nFF1hZIFdVR7qJb80zLz7JO5o2cc/TnwXgPz4zyicuT/Ls02BNZHDPMXBLLnAcZrln8b1V3+DGvXfjkqvZav6R/Lrr6anx0Wk8w+BpD4m9IoE5778QxndhaRkY2ACbP4T01s/gAPM7v0Ji4BISHpM9u1T2FGJkpoaqmBqqAuAd1m3obR/iz4P3cHbz6Vy46HJmz7mUo367ip7kbr646fJSP332sc/yRO8TXLn+SlqDrRiWQXW1Q39kiKraVpKIxcPMRzRpxKj1l+c2c2yHZ779DCMbR2g4pYG575tL/Og4ft1P1soymB2k1d2K32fx1U/18dWfBvGd9HP2zH+Wnj1euuIi0vevffdjzE3xwS9/gt3dO9ltvMTuuIg8vWLB53nv6Z/GpboYSO/DMoW/mt9nU31sjPRBNtbQbJGCxuNU0abPosZXhZExSPXHoWCBlsjiaZRQPErZ2FVllXw0z/B9grQtf+dyJFli1XtWARDtjVK7tpWOJ0cYfmQHRGFWtJFZe95CvVXPo6f+jbSZJGJNkTRjKJJaMkdKhTlK1RFkVDLBcnDMHCk7haZrB+SP+1ejQrD+zXDm9WeSiWSIdEdoH27n2QueJdYeo//pfmYfNxsAt7dAsKxpgqXrOg1yA7bPRnXEsLAtG1k5cML4RxSsIs5adBZnLTqLV/a9QrQ7iqzKYnNd2yE7KkiLO+Em5xOb/PbH+sjkzJJ5ayZBmQlJkjhl/imsaBA+DVXuKn569k+5fcft7BjfQc7K4dN8LKldwvnLz8ef9xPSQsRyMeZXz+eak64hNZni/pH7afA00Jfsw8Hhk/M/yUWzLqKrqoufbPsJzw48S9bMsqxuGdeeci1nLDiDvJ1n85ObcQrbb0iyhMvnIqcXEkZaTqnsByNYswKz8Gpeal3CtFHMx1XtqWbxvMXkwjnikUIW+xnEwEpZKKZCfjyPWq0ia3KZiXAm9u8r27K55/J7yCfzNB/WzMmXnYxcK+Or9yFLMoqu8JHvf4SeWA+OLfbI8+geYsQwEG9fy7ZY/KnFbPivDUQei7Dv/n3svXcv/bf2U39cPb5qH54FHmzZZmBsYJpgzVCwFJcyvcmyZZMYSvDCD14Q2dRzFoP3DjJ472BZ2YOtQT606UP4G/1kY1nCnWE8Lg+GapTqqsgKklsiY2bwtHjw6T6k2DRpKRJRSZYINgVL7VMkNtWeauKu6Uz7uqaL9B+FPQs1VcPr8yIFpq8pqzJu1V3ajsalusoS5UK5mbb1/FZ2f2k3+USe3HgOfbGOKotEqEUFC6bHvJk1afI18fyuQf7jwhoG+2TeJmXAgRNO0VhxSZTv3FTFTc98hCAJxpMNsAde2APcW4uuWyxbHadtvkk+GiC08N2sdf5EoCXAkv84mdrD5lBtTzHvP6tpiIbQqnzUHCGz5eqXmfr5HqyYwl3dh9PzssJ7uB0ViwZjFLbtwFp/GKOdSf7yoQeZ2jG93Urd+vnMPWkO4BCs1fjqc2/hjqsi7LtxH3qTztwP1mBurmfnz7axbuIpZl/iounEOs57p4VfqUUO6kjJHFbWFn2j2iiywtLgIr687qsYbpWvbt9Cb2If39sxnXh3XdU6tkS38HxkExQtQ20vQNsLOMD66qP41UfeRv977+GlbUu45nMisvP890RZuDJCX4/GirUpjlxdhWy/ly9sOJuJST9IKtVKAz9cfz9f3/Z++lP7aHLP5vxlF/LTrT/gwc4H2di7kUtWXUJrsJU7d93J7snd6M/onDD7BK46+irqvdMWgWh+khZqoWDuchyHv3zkL/T+sReAgT8MMPDHAYYvHeaU75/CR3Z9hH3xfVy69FLe3/R+MoHtxN/7EfrMCZixz+F5S8/jL/v+wsbejWzsLQ8OOW/e5ZzafAG67MajaSKZpynybrk9EEsbGIUs6h7VR8YUC2q3UsillZPw4EHTJFLjKexsDrNgtZYVh3zYwNPiEbn0Coq+pmgM3TWEnbXxL/Iza90sJFlCTiVZeMYCkCUyGXBtWMeKq85g9OVOel7ZQuSWfazduJajhk/EUcEMpnEtdiEfrhTepxpOOkOTr5G804Ms2egS5CzIZWJIyigK9Qeo9/9qVAjWvyGKk1iwKcis82Yx+MdBNv10E7OOmAUIggWUKVi6qiMj45E85JhBEArz9kyCtb8P1j8CtyOuI7tl5HTBPKlJuBwXPs1HDgfbsbEL/l4zNys+FIoyNIhJ6aS5J3FY82GsaFjBjrEd2I5d8oNJdiXRNV3Ux4YqVxU/WPsDPtr6UbRmjamhKfpT/Wyo20Cdt4758+ZzyeGXsG9qH88PPM+KhhU0+BrYM7mHek/9tLN2tY7qF5OkrotJuxhxpUjKQQmWrujoEzo3nHwD7mo3591ynmgbRUbTNfLKtPO5LMvoVbrIEh7OE9kdwYyZ2LaNu8l9gIJ1KDxxzRN0P9aN5tU45VunMKFO4GhOqX1lRRblK7hJSaYk0i8AZiE6p5jXxl/vZ94H57HkHUvoeaKHzGCG/t/0s2bBGvyNfpTC4JFUCUxQUKYJlq6USItjOTz/g+exTZvmw5vZcNUG2u9uZ2jnEI1nNDL1whTmsMlFd12Ev1G8MIvk1e1yk1ASyJKMqhRIilsqMwMWs6YD6F4dX5NPjDldECFd0cmreSRJwq/7sb02acTMobt0cuRKW+oUTYCiQYSqKKsykiThVb3ktFzJ/2omZhJdn9uHt95LPpnHSBjILkGQFVkplVWSpLI+DUgBfvT1uQz2uWhuzXHcnDGyz0J9i059jc1tP47S3SfR3qkRj00xGnbR3QuPP68SDrvZtqmabZuKV2vmT9LHOP+wNM3VPn76NYtV81Ted3EOT0jHBOa9dynhrin6ftFN9I87OZWdpbJo1RpGxGDTTZuoXtbEU9c+TbJnEtWj0bqhhXjMZuXnz0JTxLOrulVkWWb222dTfVw1WS2BOhln9ultmOM52u9up/bOx5i9bi0uZSWOpSC7FZSMg2PYIElIasFcmwJVdrAkhauWXc/3dn2CJXWLOW3R8RzbdCxzI3O54rl38FjkFRaF2vjRqd/gF8/fwUPjG9FlnW+s+AZer4THdjj19DFU02Z8TOZd/xEmL0cYHARNFoRXlm1cio6mivul07Cyaj1fX3sLu6ObmB9YwQkrF/H+Iy/hw3/5MK+MvMIvt/yy1E6yJJO38jzW8xivjLzCN07+Bm2ut2JaFmkzwUBmH94pLw2+BqaemWLLL7aADHMunYMclem5t4euW7q4Y+QO9h0rcund2n4rPZEeusJ9RMwJ6j3NrKs6ka2Rp1nXspJvnvxNPnfs57jkz5fQHemmSW3jjMC7WOk+kuVttUSyWXTZhX9yBJcZJq/V4NIlvF6HifHivpUKdf5qBqKCYAU0MSZsB+y8SPRppA1UBVw1fhzTQs8pOAWfz7L3saTSd5swDcy/eL4gXuEw0sQImB6Y1Yymi+dH0lWajllMak2KmqBF1w1d5PZOb+Pktvw4GYv40Dg1gTqqgxJVrhDBqvm4e00G5DwJE/LpYTy+KWocB5k3cZ8cKgTr3xLFyach2MCaT65h6E9D9D/TT+fDnbQd24bH54F0YTPgAoHRNR0MynIA2ZZdmiRfr4KVS+SI9cUIzQ7hCrqguHO9S0HNqSW/ML/uR5ZlnLwtokxwyq5zKAVr/98UWWFOcA6OI5xIi74vxc2fJUf4CLX4WwhWB/FrfpIk0VRNROgpQZb6l5aymhf3NFtUs6h0jUhG+D5FUuJ/SZLwtnlL99d08YJxLKc0UR6MYJk5kzsvvJNobxR64eYjb8ZxHFo3tHL5xstL6iGIl7VWrYks1zGjdM1iSolDKVgzMbJ5hGe+9QwAb/v526ieV01kKIKpmqWXYpEsFJ3oVUmob5Islcy1xf+LBMBd5WbppUvZfsN2+u/s5xeP/IIrnryCprVNpXMBIlsi/PUrfyXWH8NT4+HI/zqStmPbSI2n2HyzMCutfd9aWte3svqS1RiWQV+sD2OvQUgP0bBiWgEo+m75XD6iehSf5iuVSfJIJZOqJmtl7ai7dYzQtOIFYsGQUlL4VB+SJBHwBkhbBYKlC4JVfC4UrdDOjg1xEXIuyQsBCLqDTKlTB+wZOPNeIMyQnhoP0R6Rv8xV7yqpnJIiCT82qXy8P7XR5q/3B5Flh6uu7cS+vlA/vwtZFs/T3FaDua0W42OQVl14jDgXXtzBzt1uBtNNjPSHWDKnirExh9//XuJPD/n400MACvcQ4jd3Bfjox2ROOQVkR4fzDuPh3y7hKON5qomCqjDr6Dkce83hPP25pxndNMqDH7xblCPkYcO33s7Cw0P0DOq46wNoeg5FU0rtr6gibYeuSOAo6LrDebecx2/e+XtGHu2l87ObqbddLLn8KCRNRpELJmQZcDm4fC6IiM2jc8BR9W/hrpPameWO4HaDv9HPZHSSa+a/j5VT83jXkefQEJzNB+a+m48v+Chu1Y9fraapKUM2YpCYmuLMU0wcTUd2KRSysiBLCqqkociFABIFcBRSKZAkGUVSWVW9QYwdTWFZw2E88t5HuH3H7TzU+RA+3UdLoIX3rnoviqzw7j9dzN7wPq586EounPcfnNr0Ll6ceJTs+CSXBN9OPBfnld+LxMLho8JsPuoVNob/xjx5Ae+8+52s3ria3Uft5i1HvYWfvfIznhkTz3Ct0sh1R/4BxfbxEd9naG0Q/rMr6lbw5Luf5E/P/pWq0UW0+ReQz6dxDz9DxvCiVdm44xN4jTCJumoCHi8edxpJFsParXgJed0MREV7BFw6kYJ6bedNFMXBTJjIMujVXsxUDt1Wp9PazFgMh7eHSe5LIrtlFp27CByQ4jFkWRK7ODc2orlUipsdypKMriks/PxS2t7aRiBZR+dwN7l9UdxVFnq0F9uYixqRaKyrRZJMfD4XAZcPRREE0czGwAcu3QW5KXCX59r7V6JCsP4NUVQJqnxVzF4ym6HLh9j6q608891nOP/286nx1kCaMhOhS3cdQLCKRA0EwWrwNYiV3X7mj1dDNpLFzJlko1lcQReSISZbWZfRdZ2UkcI2bHxeMUFKhgw6/CMEa+YDXSQaJafzQsb3YoJUTSo4X6oaQT1Yeinoso6lWdM+XwVH7eLvRaJU3J8PIFfY4KukaBTuX/LbMexSeQ6Wp+qJa55geNMw7mo3tQurGXpZmFj6nuyjd2MvzYc3l86RJAlVU1FmKZArlEdSSlnP/56C5dgOD3z0ARzbYcW7VrD6PasZ3zWOJmvYml1q36KJqkiwijnAJEUQrJn7MxbrJCsyq969ipSTYuz+MZJ9Se644A6a1zUz3D5McE0Q27B5/r7nSxnN05NpHv7Ew6y8ZCW+eh9GyqB+RT0tR7WU/Jg0RWNhzUImQhMYGQMrb5GJZEiNpXBXCcKv6zprZq1hdHR0uh3clBzrD1CwPDopyoM1/LqfiBoh4Bb+GkFfkLG4iGrTtfLFROlaM5I1yor4O+QO0dTURLX3wJw7MwmWX/eXcn9JkoTiFupVaewqgmDd+4ibe/7qo6dfpm9I9M95l0RoaskykCj0u1dHUYUiWNxPU9NA1jVsU0GRdGa3JTn+hAmq3BYrW6pwuyWOXhrhS9cFiScVVi3JMR5WGRhSuPpqWLECLv2wn+uvq2fEcGGvP5JffGeCkZ4sbp9KIu9h7bUX88Kn7yS6cwjFo7Hiv89Ea2kgl83hWDaqYyJJoHpmLH4K4XIuycKQZLx+Gd2vc+LNZ/Hgxx8gfl8fz3/ueRR3FSySURThxyhrEmDj8hTcBQpDXUbGTqRBypLNCaKPY1GlB7ik7lTqfY1IsoIii+fb42hEx7aS9bhgchjNCKBle8jNXYKmKqgzCZasohT6VVUcHEvBMA5cyOgFwq0rOse0HcMp804h5A6VpXT53TH/y7Wbvs/doxu5o+en3NHz09L5d3b+Ck3RuOyBy2iiib/N+hs7x4VamNwQxthnoO3S+PjGj7P2zLVceNmF/OjZH7FvuJuLg5+iXptPODeGqkJ2JIucl4nn4siazCL/YkadHI7iIJFGytl4FQXJMpEVCMoaY5ZFTcCDJaXxeCCdEqkWis75AAH3DIJlWEimeA+ouoyiq1gZA5emYM1wiShi750iZ1bDKQ0EQ0GYtJAyaSRXgc0lEmjBeiRrOjHs7NBsmgJpZp01S5jdR/IkekK4w7sgOUGGKiyqkBXQ3DKyYyNLop8AZEeUVVU1yI6Cq/ZN2/G5QrD+DVEkWMXJ4NjPHUvHAx0kh5PcedGdnPOrc2CdmIRSRsHOrhX2ppsZQm+VR3y1hdr+4bIUneVLzs2FLUkkVShJ9d56TMecdhLOIwjWftnZXpVg7WcinImi8lYiWDOOdWyHooLs0l1klGlH8uKLtEiwiteeuRVP6bcZ71xFVtBc0wrWTGfPmeVNT6Z56UcvAXDOL85hyWluBp5s57mbRtn3YD8v/PAFzr/9/PI2UFQszaJmaQ017hpGt42WSPCrKVi7/7SbZ7/7LMObhtH9Oqf/7+mAIIAe1UNezePTBcEtqg1+zU8kE8GjecpMV4ZtHBB4IMkSPo+PEy47AfM8k3vfdy+RrgiRLqHwRXdGS2WZc9IcDvvgYQw+P8jLP3mZnbfvLJG6Yz5zjCAcWnldFJeCkTEwcyaZcAbbsslGxWpVUiRkSS759Gm6hqOW99lMvyaXe9q8XSTmTf4m/E1+kvGkqLvXTygfQpO1A8oyTdam7yEr03+7XAc3nxez+duOjU/3lRzk89F8qR1L/mGqxH33NvPdH9aUXWPZMvjCF212D4EdL2xi7XOhyKC6pseXqoGsK9gZFdnWQc6gaRINdSrughB96okGLfUTjEQ9LGlNsXSdh989UM2114qtWj7/iSpAbPVy440uFi6tYXxoHMMA2VHw1AZZ+bmzyOztZ8ER1YxnAkiqSiyWKwQ0FMaIe0a5CiFzQY+Fp0UmVCPa0ud1UXflSjS/ytTtXWy//gVqf3I0iiJSesiygqxIqC5BUlXJQZJkkVImk4RCGiIza4JjoEqqeI/lJVRdRpLFJsDJWC/paB+TkwrYNi5VQsokkbJpXJpCpvC6k5GFglXoV1VxsO2ZUbpyKRu6rpY7dRv5DPlCAIqu6GCa+NMGX1z4fo6qWsE949voSffQ7J2Lx6Xw/MiT6HGdprEmAJZvWM58pYkrl53HQm8bXSvdPHfuC0SejbDx2I14G72cc8o5BE+bRSyv41MDhHNjQlVKmSiuwng1wCO7gByGz0K3s1hxB7dHQcrnUBVoCunYDSbNdR6GEzJej006JRSsoE+nxtWILMl4tBkLassi6DHIJcAd0IhbFPwOVdLO9FgH8X7cc4dwvG85twWv6sWKb0exR5GlueLgeBx5TiM1NWIPR0WBtuYaaoLTY19TNGS9kDJIU4TVpVBNV0AFUxBGTbEAB8UxABU9l4WpUdAbwVvPm4EKwfo3RJEYFSeDQHOA0757Gn/74t9IDCW466K7OOW5U9DqtZKJ0O1yl6LEiphJLl4vrJwgJKVosUKUiqzLqJpKlauq7HgpB/hBQuTcyYxkcNe6X1U1299EOBNFglVSNJhBsBynNE/qqk5OLShSM7LSzyR6mqyV/NNgWuGbOYErkoKki8+OcSDBKuZQevr6pzHSBs2HNTP/9PnY2W7qFvtYd9lc9j3Yz7779xHpKd/SRNM0LKySOVOV1JKf16EIaLgzzJ0X3SmkeVnijB+eQbAliG3a2JZNwB1gTusc3Lq7rC5+l5/FtYtL7VmcHA3LKPlgzWxrWZFRbRW1SuWdv3sn973/PprWNlF1UhXdD3QDsOzEZSw/dzn5ZJ4Fpy8ACV6+4WUcy2HuSXNpO66NXCxXUrCKKE7SRtqYHk/FMV4ghEWC5fK6ysbxwUyERXNEKbJPkgkGgphVYjNdWZZZWCPMfo7joGhKKfv8qylYZb/vB0mSWFCzANsRe/u5awp+kNHpjciLJPnlV2r4n+vnAvCBK0xOOyLGwkUO606tI5GsYfdQH1aRYHm0komw1F4qyJqCpagojhuUOIpSPkZ0t0IoYFIVTCNLEKpR+dzn4NRT4ZOfhC1bHd7yjnHOfGeYhoZlePwqLq9KLm2ie1QWLYKwpaIvE4EzqSEwvDqxoRSSZKM4BxKsooJlZy10VUUppMPwuFQkSaLqPYtIPjhEvDuC98VxgoulQrvIKLpcUoZVxUFxFPLRNNWu6QWPmTOREIu1pJHEY7mRZBVZBtMycMyU+FtVIFCFyw6QnwBtagxtiRc5D7JSULAMC1lKAxqq4mCZ0+2rSArmfgRLUzTIZbG6e8iFaqG5XhCNqSlUR4yJ0+qO4qzg+8k3iD305syBMXsXO2/fQTt7CSwL8OFlH6BuIsGa+rkMZcapWubltIdPY8s3tjDxxATpsTTp36dRHxjB95Y2lCXrRXoeS/gzKopSitD12i7U8SEst4Sr3k0uDlpOQTJETq5mdx2uYC213lrGU+O43WJMuRUvLhc0ekRCZV2JURUCy4amZhPVMcghCBZRMbZ1TSFllZsIB54fINYfQwtoHH7e4WgZDScxhKTnkWoCMJKBVBIZm7nBMHOVlMi6mstBVIaqKtHfslrKyejSZJIZC02TAVsQrLCJIoMsK0hYKE4eUNFjGZBc4M9R2sH7X4wKwfo3REktKkyWuk+ncXUjF9xxAQ997CFGt4zS8cMOll+7XBwnSbj1gxAs658jWI7jlClY6ak0O3+2k5GdI/jm+jjsisOgsfwcqVAERZaxYhZGzEBKShitBqpHJTWWwjZtgq3T2XNnThyHUrBKv8/wbSkmVgXwu/1YbgtcIumprurTxxzi2sX2mTmBK7JSUhMcyylNnh7Ng1t149N95BI5XvqxUK+O+ewxhPeF0awpXF6b6tlu5p06j57He9h+63ZWvGs647OqqZB38KR7kbFQFRUn65TuezC8+KMXwYG5J83lnbe/k0CzMIMVnbZVl1oiV1BOEMpydxVMZYZtlFS8stxbilQiz61HtXJlh0ij0R/rx3u0l+x4llXLVpVMhLIqs+GTGxjZPMLo5lFO/9/TccxCXfZTjYqTdC6WY/+NJ4pjvBTt6nWTYHpvtP1NhC6Pi+LPM9VMgJoF5YoRiGejZmENE3tEqFYxuWiZgiXPIFjaoRcCxQ3HgZKJMB/Jl5Fwy4Kf3LgAx5F49zvS3HSTi/GdgtTLkoORl5njXkxX5n7xnVtDVSV037QJ0u1VkBwJS1KRHR1JEfvelZmpC+H0juMIE2OBoM2ZA9dfD76ARV96DDNZXcrV1Lo8yHBnmiVr3QSDkA/J5IXoh88vkfToYDtIRgbFKRDzgyhYds5CdusoBVUi4NVRFAnH7WLhxYez66ZnmfjBdlJz3JjHOjSd4+DRpNL5quIgWwpWJs+MwLyCgmXi1tzMDs1Gt13ImhtZhkw+jWSn0STA64VgEE2uRvNBLhPB66hMIcip4ii4B7vAPwreWSiKhDyj7aRCTg89MYnaJcHytUIpzeVxgEw8DKqDXr8MJoZQJQXqamFyCnc2S940QVVRVVhRtYJdG8WG2XVHVUE6g6tYT1mBvIF3eTVH/e4o1IyKe6+b+z91P8l9SWJ39bCl50/UfXM1HkwsRJoYWZax8ha+RB7ZNMglR3AvnU1uAOSMhBmOo9SALms06TVQ8P/z+fNomkyVz40+wzIuYdM8q/jJIRcX49ETLBAs2cYrR4kYBtgWWjgKejUv/OAFAJaft5zmumai3eOQTYNLRWqohX1RMPLIZh76xsC2xaaKRSxfDqaJGo0hFxzhXbog26EFNYRaDFw+A8ZNJBlklwtFspAxkPI5FOaCuxnqZ/FmoUKw/g2xv4lQkiV0v45jO5x0zUn84R1/oOe2HmZ/YDb++X7cqru0uiy7zn4mwn+oDJbN7976O8KdYRa9bRHNhzXz3HXPMblnEoDIyxFG7x/lLde9hdYNraXzJBvMlEmo1kPaFv4yiqwwuXcSWZVLPmKeWg+aR0yQRVXIsIy/S7CKPlgAONMEStd0ltcvZ7RmtCw300yCtX8kY/E3lz5tFlJlFTShihSzkoP4XEwl8crPXyEXy1GzqIZFZy5iqmMK28hj5hzAYPkFy+l5vId9D+wrESxJktBUDSlnojkGspNCxS+i8GznoCbCbDTLll9tAeC4LxxXIlcAZqagMHjK22smWSxrN12oZ8XoPCifsGeet3+qAUkV/mLY5WNT0RXO+MEZuENu6pbUMbZd+D1Nk5jCNQqTdFFFOlh5FZcCKTHBzNh2E03WcGaY8LxeL3JSLu2f+VqgeTXql9eLvFp1haXwIRSs/cnhoVA0ERpRg1xWIRYDX0Dh/jtr6e3xEQxYXPPfSVSXF1mRsS0bM2eSz2vIyUK5JVC9LlwBrazNXD4VKQWa342ue5A1DUXdz0ztmaHIqNNtXCRTkqOyMLCaqDX93dylbuYunX6eSnVNpqjKxMkHanCFR/BZMfzJOvDXTxOsiQmUzk7QZRw7h5LKoswR/amrKsevXEBftwrnLqD9ty9hRfMkonl2bYPdP9tC46oBzv7pO8QCyYHWWTL1LgtNQ+z47IAlBZEcsxShauVMApoXRZYwbBvdskQ29UJKddnjoXVVCCcaIzrQD04Y1xTINQ3IZh5NlTBME1VXp8e6bePCwgD0xBRK2i82BAwG0WSNPIK0SuEI3qk45HKoigZ1NZBM4k4pJLMpbH8IVQU7naH/GfFOrF3nhXQaVyGwRpNUMPIlk7wn6GLxWUtIrEzQ/v29dF3fSXTnICvthdjhQnqFgAfFEPWvVkDXwB20wJdFkqDKo5AJh1GrHUAXqeApqEQSrFrqYWldYdEii38S5fNAcdHsDmj4fOA4U/jSE6hmCobTaE6OoefG2XPXHpDgGOcZmPtJQqNjGHNbYcMa5AkFyTUHB5CzaUobM8L0Tt2xGIyOoiUmkGuDyJaNT8tQXS/TMlfB5wWcLJhCwZJcHlQ1jmTlIWuhy26oqyv195uBCsH6N0RJWZmxcg/NDpGNZmk+rJlFZy2i48EOum/qZvX/rD7kZPPPKFjdj3bT/ZgwDb18w8ul7731XpovbCb8UpjIpgjPXfccF9xxAbIi42vwYWV8RCbHCTUFiUtiGaVICo7tlEc4GnYxhQwALYEW0ka6bJNqKPhEFciX4zgH+GCVnNgLjupFU1PpGOdABWviqQmG7h6i+exmXA0u3C53KZGlIimgFcwIlllGQoo+X5t/ISLmDv/w4dMk1jExsw4SEgvPXIisykzuniTWFyY0pwZJkcoc5kU6hems3wdTsDb/cjNGyqBhZQPzT5tf9ltRwSqS1CJmkqOZ0FWdDJkSwZIluWzMzDxvptO/JmtilwBFE2bJGQRLVmVhWnSrpSzucGiCdTAU7xtqC+Gp9mD77LK8QKqs4rgdkfrCq6EqKqsaV/1DgRog2inUNjM6cKaC5ZSetVdTsGbCU1vwwYrkGexTMd3Q0qJw03Vitf2fl4epqRXXUj0q+WQeM2OSy2kYceErqPrdImt8SC8ntW4FLQ+Oo1CzuJWpxASyVD5GdPcMgqVM+3AVrHDFebfsu/1RquvQEJ6AwmqtnZH6uGiayCRy0DtNwmIxNEWGdBaMOIqjIWcKUqLj0FoXQrNgUIET//CftO98EX1gmIn7h0kNWoxuneThTz7Mkq8vwbIt6moVAmkTO55GnxolnzFxtLlIqoHm1UoES0bCq3uISQY4jphrC+NWlWWYOxdpzx6UVBJSMfQMyIaBKlmokozh2KimgSsTJeepwtXfQbXZTSrYgCzZyMilxtJktWQD8ClupGGRXFOtqgZJRlF1NEVBsiykXBY1mmTgxV5S4TyaX6ZqbZBsZxi3qoPHg2okIV/wC50YR4nnwTcbl8vF7He10fXjTuy8hZKxMQqLCHfAjZIoBJ/kc8xtciM12EjY+Odo1KXcmJaBWhz/MwgWgE/3lPjIstYEkiITHztwoa15NFS3ytL5ecxImvBLCaRMHHQfWqCBx78v3nFr5sZouFVkkJcAfW8n7O2E395F/azZRP7j88hzq8W73O0WqtV118FLL8GGDTA0RN3enVRPTZCpr0K++F3MPnwW3rFOSKVgYQOYBQXL7UGVw0i2hZK3UGUX1L85vldFVAjWP4Ebb7yR6667jtHRUdasWcOPf/xj1q9f//dP/D9GaRKboSqoLrWUQ+i4q4+j48EOBu8aZMnnluCe60Y6SL6Qf0bBKions46chSRJTOyewNfo46TrTiJSG2Hhxxeycf1GYn0xejf2svCMhQRbgpgTHtxSM0pCxuOISah+YT319fVYOYvEcAIjYxyw5Uqtt5Zaag8oBwgVy7AMsMWEb+ZMVJeY1PcnWLpfx8pZaF6NfCpfrmDJgiRs/dRWcqM5Bu8YpOnsJlq+3VIiWLIkgyqInWEayAX/C8uwmNg9QawvxvDLw8iazJrL1wjS6DhileiAhIG3zsvck+bQ/VgPAxu3ELr8FGRFps5bh2kkCRX9yTRRNsc6UMGyTbvkRH/UJ486gEAXI84OULBmkPKy/QV1rYxg7U/oZqqlM+/lUl1IikiX4VhOGfkvjk/HmibPkiQd4MckK3JJldgfM32w3FXusg21VVn49kiKROPqxlJAw6sFTLxmzFCwJCzqlzWXyv9aUFKwIjYBVYSRf/GLEhOjOi1tGS6/IIWiC0KnugsEK2uSz0M+JlJIaD6hnLpDennGfJdKTQ0UAitxywEkKV6Wn8vlne4/TZdLbV5Uq0xzOvBq/+1cAEinUSbGwPYJs5BbF9FpsiTECMdBj4xBtF740pimGDOWWXBK1lElS5iEBgdh4UJqaoIMDoK3pZqQXk3z8lFWn1mHN1rHnz68h6EXh2h8NoC/LYXUGsA2fDAyjB5QyGdMGJ9AmiWhuhTU9g6MRcuwDBO/7sMhKfpMguKeNYoki8otWIDcbUBKkE3ZAVWzhWnPdpDHRvDFOjGaliJnU/gCEkoyhp2yiA9nqWvNCfKQzNDwjRsIn3ki7uNOKjWVWlMPdhhN1VEUkGwLfbQfVUmw5y6R6mP2sVXIkgOOha5q4PWiJoWCBUAqjYIO6TS6oqN6VTz1HjJjGfIjGaRFYqx7Ah7snC2SVuVy+FQPWSUFponbraNbKmbMwME13dGWRZUeJJFPMHjbILv37cYT0jnqZC/ukI6ttQDli8+qeVVCYfroR1EeeYiGqQjBhjrM1mZSnXF64u9Dwuaknl+JNv7Sl4hV16O8/ATuZBzlxe2ow/3Uf+WjOMEQNNRDa6sYK/fcI8p2110AFLdplpfPJwNoyUkoPsPJOFiW8MFye1EUEwkbVdagph4OEXTyr8Kbp539P44//vGPXHXVVXz1q19l8+bNrFmzhjPOOIPxmTbkNwF2ehwpP4hkZw7pcNt2bBsNhzdgZ236bunDo3oOahp6vQpWejJN+z3tAGz41AbO+slZXLbxMi7feDmhlhCSJqEFNFZdLrZLeObbz3DHBXfQ+XAn3joxCZgZA58s9uhrrW1F82i4q9wlQnAwc9GhUDQTKij0P9XPLafcwnPfe+6gClbVnCoa1zROEw9HpK4wc2IPuPHHx8mN5lDcCkgw+sAoz3/6eaycJXIwFSa6YpoHxRYTWXI0iW3avPxToeYtPXcpvkAaIluR7PiM0jrIss2StwvFqffpCSQng6RI+HQfC6rnlxK9unSxRYtf9h9AeNrvaS9tLbPqklVlvzmOU8qirnnL5YkyUj6DfBV9sIr5pfYnKSWis984CrqCLGpYRJO/CTNnlghbUcECQQZLeab0g5vYDqVi7a+4lZnBZph09yd+/zxmPBu2MEsdquwHQ9EHy47a+NQA27fDb34jfvvqt6OEMzX0TPjp7gapICEZGYNcDoxYoQ8KEYSuQMFZf4a5dNasaWK0qHYBqxpWlW/6PYNg6d4ZbVZoMsuCfGFuLxGs0VHYuhUyGdizBzkyVQj9UtEKipgsA42N4Pfj9inQ1SWUBtNEVRShNliCbMlYMDAgzEF9fWga+P3i5p7hflQrhZROUVNtcNg7hLNV1297cCwbRqcgEkHBQvG6BBtMpyAVR7/m+1R/8OP4broZK2vi1/04yEi2jU/Vxd4wMK3ieL0oS5aBSxAgxXZQVQdFVsGxUZBRNQclHkbCoTokU+9O4LVN8gkbIyoIb/VdD1Lz5Iss/Pz/4A/UlhrPWyMcTX2ugGgfy0LOppFlh/YnBAteclIjjmmjoaAoslCwJGW6EyxTfLYsQnkJdWKUQJNYMEsDo6iqgaveVQqAIZMBx8GnesQzYpq4ZUHEmenHmMvBzp1Udw7i/CnGY1c+xks/foknv/kMD35XpIuws6IMgVkBFE2hOj2EdsMP4cgj4fbbkaZEMI57fBL/5h20x4UKO4c+qla0wv9cC2eehNXaQuaCczD+98vw8tNkjn8LjqIgxWPQ2QlPPCHIlSzDGWfAwoVw3HHkP/R+ej/3EbIfOZdggwetEPkOiD7P5dBdErLLg6ewi4amajB7Lm82KgrW68T3v/99PvShD/G+970PgJtuuokHHniAX/3qV3z+858/4PhcLlfKmwQQj8cPOOaNgJMJo1hTWIq3zFQzE1I2y2GXzuPhV8bp/U0v6lfUsg1ui3i9CtaO23dgGzb1K+qpXSxeNJIkiey/ssjqDLD2A2vZ/qvt5GI5crEcG7+8kSseFLu4WzkTW7Vxqa6yEPTSpGy89rIVCVZiU4SnvvAcVt6i88FOsRorZiyfMVHLyrT5KzWR4qGPP4Tm1Zh13CyxqTCw4iMrsJttdn15F/2P9uP6kYtVn58mMjWBGizbwif7yCfz7Lt/HxO7J+h6uAtJltjwyQ2Q7sc2DFRjxiaIgKLYLDl7Ng99AkZ3JMhHJ9FDxdxKdtlxc6rmUBWsOqDORQfTI/7ziAPMgFZORBxJsnQAKZjZDppXKyldpez0znR2+oOddzATY9AbJCfnpoMvCmSntLGx9doIVtG5tqjUwIGErmi6dBynnAROTYGuQ+D17U1mmhCNiiAnWaZ8knLMQ512SBQVrGwkQ1cXfOYzwg3loovg7JObGRkpWNoiEM2r1Dggp01ME/JFguV3ofkKUZKOg+JSsPImWjqO5FNYsUJnuDNNVaPrAP9B1aUgS0LocPlmRvqBNjmCGpkgO2cJ6K5pgjU0JP7fI0LvZVWCTF5M/gUneRsJgiGoqsLtTUAmJXykigQrnwfHRlNVJGtGuxV8QEMhyHUOFUiNhJID0mmOvXQWW/4yQawvx/hLGdqWqZDPoWoyckMd0lQeZe9uvH99AuV394g2vvs+Mp/6MP5cCt2SURyZoOrFmKlgFW8vKyDJ+H3g8jnU6DZpq6BgSbIgXJkUqipMi1Veg4QqIUlgZwsZ6wtpPgACT74Ap58BPh+edJ7VjatRzRGioxNIhoWsSIztixMbyaB5FFYd10a7mUJTbfHe9noFoTJMMdZMQeKxLJpSEnW+VjrqY4wDRtymqt6BkIQ6MobtqRXEA/BoblRZwTTN0pY3wPT6ICWOm+pP8uBnnwZgyQmN7H16jJ1/HWb9u+aiLKkGRcVT48E3NQDnvlUQaxA+Tt/8LFO+AOrubvyz5tL+CxO2RVj2qbfC574LnY+DOQgtC8HQkWSQ6muI/e8viezYSYM8iZqKiwesvR0uvRTmzROJSBFZe2bbJnK+o1D2Ge/+aFj4xXl8LJnvJReWIQvqrLZD27b/hagQrNeBfD7PK6+8wtVXX136TpZlTjvtNJ5//vmDnvPtb3+br33ta//nZSv6CsqH8KUBYHSUZUd4eaLJRXY0R8cdHay5bM0Bh70eBctxHLb8UpgHl567tOw3I22IrOceL6qiEmoI8Y7fvIOp9ime/PqTjGweYaojgSqBZZqgHmgyKvp07G8iPCRMkypbp3NvjueueL40kefiOUa3jArTERxARi3DwnEcnr72aXbfKWT8bb/dVvp91QdWMRQbYtl/L2P3t3bT9ZMu1l+xvhQVWe2vxif50ND408V/ouOBjtK5J339JNqOaYPwONb+RFGSkCST0CwXtQt8THWlGNs6RGD+4mIDlw6Vlf1SYBQQ6Ykw8NwAkiJxxH8eIfwsHIdiaNBM/6v9VZ2ZhGUmMdO16fQG8NoVrIN9V/JX+gcUrGJZEgmJRE6HXI6qqoMTOlVWMSwDLZkBb0Ywot5eUf9Vqw44/rVgaAgmJwXhWbQIZhJd0zAP+SLNZIQa5N9vS7SiD5aRzPHud1nYKCxZAl/5ihAVQMxdySSkTZXxUah3TGzFwkrOIFguRdykvZ2augaskBt1qBeySdTGRman9kK0Bqrnld1fkkWOqHzOLkUUFuFOTWGZBnImhaW7UDMJuPsh2LRJmIU6O0UG7tVr8fZOIisycmoeHH44dmNzyQQnhwKCYOXzYFm4FBXJtsWWRrokzIVFFCbD6oBJJDKBLCloLlDTCrJLJVCnccylC3jy5/vovSfG4e9EqDIvbMT1pTtp3rO7rA6OriFns2hfvBbNr7PwtMuQqloIjHYTni8eUnUmwZIUkCVUFea12PjGbcyUCpaJLmuoqoOcTaN6pomZbBdM3AWFR50MT1/v+h9BOAI/+QmMj6Oddx585jPIsgtsG1Wy6HxeOAvOP74Vt0dnnhEipY6Kd7fLhayoKEhY+RzYjrivZYFloeoKjYur6Hysn/S4Abk8jI2jqC6UGgW1sx33049CKETj2kaiTpam3z0AgQbSF34ExxFqpuM47H1qjL98czv5tMWcI+q46Loj+Ms3t7P1LwPc9flNzDlqgDVXnoDc0w1vf7sgVy0tcNZZ8N73wmGtsLuT3LwF2E1HMHDljwBY+pZWyCQAG1QNSbfBLGw15TiEFtRhRqpQawuhoEuXgq9gEBwdFQTL54NcDrlosVAEySzBKDws/jpUXUGqqcGxLbTQwd1F/tWoEKzXgcnJSSzLorGxPMdAY2Mj7e3tBz3n6quv5qqrrip9jsfjtLX944k7/x5ss7iy3+8HwxAryepqkfzO5WHhe1vY+b1uXvjBC6y9Yu2B13odCtbI5hHGto+huBTmnSZe6qpLFeahguqwdNZS3CE3mckM1fOqqZ5XTf+z/XQ93MX2P/Ry+HuqS4uU/SfcomPt3zUR2raYWLu66H+0m2e/toNc3KRhYQC92sfgy6P0PtFL3bI6tt+2nYFnBlBcCisuWkH1/Gr+9K4/4a52kxgSjrizj5/NZPsk6Yk0K9+9kqYlTQw+P0jzSc1kX87S/Wg3D5z7AEd94ijWX7m+FNXW+XAnHQ90CBNfg4+W9S0c85ljSsV09iNHsiqBlQc7x5zjapnqSjG8eZLF5xcno5nRa9ZB26JI5mYf3iAiB7dvF+2xejWmYRMfFCvD/c2DML3XnmM7Zb+7XK4yglXlrio/r6hgHUQ1PcCnSi0nY0UfrHwOjKRC1f4XmFHWqbiGrQg1K5OBBUrByVhRBIlsb0e1xjFCPrSBMUiqYjUMQoZ6nYgUUpLF4+I2UoHoRqMwNGrSuFgQopmIRqG7WxwfDIpiFNUgPejGQbgEeciycI2P73xHVKNIsEIhqK2FvXsV0oaMYdrEe8bIjYv92VyygZZLQtIC20bOpJA9M3xrihfKZDgYdI9CPmfjCagwPCwY5OLFaHYOC5Ask/o//RTp+k8f9BrK739/QF/VvvUcpr75U+HvqWXL7q+pGnM8TbgxUFQZTGPaSaXQMC4ny7zsLlxSnLisEJrlpkp1Ie1q55gNdbx8p0Y6bHDPpS+xqmmct+75Qeneti+A1VSLcsp6LK8H7frfoj+6EYDWbT1kDl9DzZ134jt6BYM3XYU8Y3EhS3Ip2kyxHcAhqPqQXDrefJZM4TXkdgGSIhKgFpz6igqWPjY53RBdXXDNNdOf774bNm9Gu/l3SKaBrjl0v1ggWCeJecAxCv6YEmIg6DqqpGBlRDsWTYTFcVzbIhSpZFcUskHcUzHYshl1KkL9zT9HKvhvBYGmGX1Ut3sn1ilvgVOOZcCcxV1f2IyZs2lY4Of8/2xAfuAvnOJ0sJc2YhOw/f4BJh+4jtnOL1GxoLkZfvlLmD1b+E0540KRxqb9XjH/ta6rI9jggUx8un8Le3dKSODYQsVtDU2PLfcMha2+Xozf2loYGYFYYSw1NoqxWl0tHrDi+9BfhazZyLKCJYGmH7gf6JuBCsH6F8Hlch0yy/MbCccummqcclLV3i5WkrmceBlLMme9/zj23TTIxK4Jeh7vKa2qS9d6HQpW0bl96blLcQUKW1t41FJoL4hkj7Ikl03GKy5aIQjWH3s57D01SAUNe/+orJmqxyHR1SXqvXIlT9+wjb/dIEwaTUuCnP6p5XTtzjP48iidD3cysnmErke6SqcOPDtQ+rtoHlt63lKO/+LxAHjrvIRmh5AkiUZPI7pLZ9H/LuLW024l2hvlkU89QjaW5eirjiY9meapbzwFwLLzl3HsZ4X5c6b7jnUAwVLAMcDOM/fYWjb/tp/hLQmU3B5IZUCrmj5WtiCZxNYsaAuVTDgd94uNYRcdVS3GQCFSyExlmepJYBmWCHpoOvhO874GH2bWRPNpJbI1c8sYVVap8ZTnjHKH3KS96QPGEEybBB3HIZGAuuqCz1CxLwsmwtFRcDIKVW2CXMyE5tVwe2T0oBvDAMkwMBxV7I22e4eQiGbNgmwWNZsGnwtNVkXdi7Ku/Y8vGEpt4itZLEgmIaCJa42OguSY9PWVE6xUappcgTh3eFjMSQD3/UUmixsPWf7yxzRHn+Nj1y4x10iSKKvLJZfyEWn1VeTTE7j7ujHHpgDQNYdAbhLMwpZKBXWjVNdifWeGBM7AgrUBpoay1LW6YavYponOTqqqRL08nTto+97HxYS+eLEovMcD8+eLZ6yzExoaxHtlaAgGBtCfe4LqedVi8owUylKYQCUZPIobFQVFlQTBKg4rVRXX+cxncP/sZ8xTVXq//AH041ahfO7b8MJ2dODttcfyZ/cZpCM5XoyEOIJaaj55GeOnXIwTm0BVR6hdEIKpKObvH0SZCoMi4+neh6dbPBf+53cx+4PXoX/oUrhsLbhcQimXFWxAsRzARpIkgrIbZIOAx2HuXOEzPWFIYFPKjWUbgvQoI4WogssuK5hCHXjLW+CII4Ty09eH9zc/Ye7Hv4iSsRjYJli7IFgJ7Jw4R3IsQfZcYo/KXKH9lCLB2rQJHnqIqsPOByCxvZ9VV9yINjoOmWyJs+YWr0QKhdC79ggyctpp2C9tQhvsRbvlZpK3/J4/aR/FNLzMpYeLu36P6wMFfyvgo/joVJbwV+s0hp1ZPMyZvO3UDHz0o2K1sLigqsdHkRQZsNj5+x0ALDursKjJxEr96xSSBIv3fmFsut1ifGhayUwsKquIpGwgHr5YWBwTCok8ZnVt4rzCNfEFkHQTWVKwHAtNf5Myi+6HCsF6Hairq0NRFMbGxsq+Hxsbo6mp6RBn/WtQ3MlFViTYvVu8HA1j2lmyuBQHPEGdNVes4eUbXmbLL7dw3NXHlalWRcXJylukp9L46n2HdJwvHrfzduEYuebyaZPj/ipUManhTNPRvFPmEWgJkBhKsPu+cZa/rf7g5xZNhEZhArGsA23tySRYFk46zfO3dgJwxPtWcvyFjSSncrSsqwJgdIt4IcqazHGfPw7Np7HxyxuxDZvFb19M3dI6kqNJDvvQYaVLq4Ws0wDVrmps06ZmYQ1Xdl7JSz9+ib998W88861nWHnxSnbdsYuJ3RNoXo0j/+vIUhROsV1tez+HUwr9Zhtg5Zh7jJC5JztS5JMm5CZBC5ZCvBQJnIFBzCmNbEs1ruERjJxFzxO9ACw6rrG02rVMm6k9E1iKhubRqFlUc8icTcGW6YSY/kY/RsZA82g4EdG0fquF9oiELIuFZnU1GLZCWK5H5uBJkx3HIZUUAWNSo59ays17RtoglweXKjbVdbnEvWprC4QjnSbfM4Qn48XfNgt5pBPD7ScTCeJ3HEinS0TCL7tJ2DY+xVNONESjv6a8OP39Ylg1N0+fVkQkAoGGQv40HXI5oTzYtlS6dDQqutbnE/V47jmxEHec/x975x0lSVW28V+lTtM9OexszjnBEpecBCRKNJFB4RNFEFQUFVFEEbMiiAFJSpacRHKGJW5ic5qwk2PHqvr+eCt1T/fsLCbk7HtOn66urrp169ate5/7vEm+H3oIPkOUKCkSepKwY6dtWaAO9BHdtIrw2DGojQ0CsuIRMl0WWDnMXrGbGTVWp6bSZzTy7jW4nXPseArUwbVjIwKugpJOU1VpU7Z5JfzyapRcTkDCPffAypWlG8w0YffdUXp7hRGDfIt58tlN1VDzbWk0DX72M7j+ejk2l2PiFb+H6nJo65KATqEwMzte4IIZSe7cuAcbkvUsH3coe3/ve1jvtqP2bAbLREVFKYvQft3PwYTKh+/F+NNdUpUZk1E3bCH22gp47Ztw40PyMCorqYlUkxzMErE1/71029a2iTprBwkbAxoKqJosRDMZebAAn/60GGkH5brr4Igj4LbbSNx+O6vjCzCzR1MeSVPz1pOw227YqQyVv/sx0RefhH32hrPOQp+QgFSShjseIvHEy/CLX8Jll8GWLVTc/zzwObqpxFi3Ufi06dNh4kR6JsxnYN/DiU2sIxRJy30YBgPLN2E/8CDRLWt4/oUIfdkYNbRzkn4PRn0dNI7Cqq0jW1lH9IjDmDFmIukn23n0qjd5w96F3S/9BHWV2QLXUhtFhe6NSZpeb0bRFOafMB3MHsgMes/XC3mj4LevSzpECvphUCoroWUzuLamhgGYArR6nHLKEihKhsqyCvqTA8TLKkuX9x+UHQDrA0goFGLRokU8+eSTHHvssQBYlsWTTz7J+eef/1+tm+VFF8cfHHp6AgfkTzY7nbETr/36NVbct4LdvrQbekT3XOJdsNXX3Mdg+yCKopRkPQA2PLuBVHeKsoYyJuw3gfbl7ShqgQ1VSPMASn7sHp19L9uXh857iFdv2Mi0g6ogMjRwYx6D9f77soqZN09m7r4+L/ovwGBzL8meLCjwsUsXkdssA2D5qIgH5ionVrL/d/dnyqFTiDfEmXb4NJrfbGbKx6bQ19RHoQTDNgQjuRtRg70v3ZuNz29k9SOruenAm+hvFaPXPS/akzG7jqFrbZeXogbANP12UFWVXNaJp2QJg5VojFA9pYrONV20vDtAzZRKsHJCjagqSu1Ytmy2scwMMW0rNdkMHau7MdMm8foouVgccjmJ2deSwqzKoldHhwVXefdqwxMvJ2hqEnOLbNd0cukUSrgWZ9ikv1/sx7NZeRQDAzLuRYsw9Ok0GIkIaSftiKIoXhBNM2uRy0HU0Bgc9OcqzcxQVSdMVF8fKHaG2sosgyGw7Syp/hxxaUxvETE6VENDzUS03vWkUzYdmy0aTGeBPAKAlU5DmxNLq6FBDg+afXR1wfg6JxSKV5RJX5/uMW9r18IVV0g4n1L+LGYoBpkucn1JFDG7IZWSwIuGZqMO9gMNxGKOGZNjp5YbEJVUOG5IX3ff80IGKwjenQl2aCXMfOZg7Vr4/vcJvfOO/I7H4cILRX0IMhGOGyfnBM0hamqkMSxLOsSoUUOup3oAyxYVYaEskdhJnHEG9PSg3HOPgKtICH5yOex9BPbuu1O2cglzUdjAUawIL2CfcAidjZQrVwMadC9GiS1Ara/GzEDuEx/DfvQVtP5uspdfQGRcA9z+MNx0ryDfGdNhzFjGn3giHHwQpNrATvvt5tTZlfLyOsr6OtGiZRAysCwL2rf4i1cXlQfl4x+Xdvz5z8E0WdsjdOfk1FKU/7sKjjqKSLiK2POPy/HPPAMvvUTZL3+A3dXK2N/9VfaffrpnYF6RagVschgMnPUl4lNGwcEHg6qSWdsHioFq6JIew3kWdk0t/Ud9CrsqTNulL8O7A8w/agJd31pGtLaMqklV9G7oZrB9kDIthd7ewrjZCSbvXsval9t55YZ3OPKSWV557SvaMTs7icQVVj4qfWTqoVOJjy6HTT1gu6k5NL8JlQCDVV4Ora1DKeugxGKwYAH0vOfvs3LOIOMssEMRsHQqyyqJ63G00DCA7T8oOwDWB5SLLrqI0047jV122YXddtuNn//85wwMDHhehf8tcVWEeUbuwZVrAcAatdMo6ufWs/W9rax5fA0zjp7hASzbkmSrbtRv1zi6lLz/kKOa+vg0D0SpmpoHsIIegXkrWk1lp7N24sUfPU3X+gHeu7eVuWfYwmA5sVoIhz2VoW3bWL39cp+plFAGpikgy5G2pcIwVo6OYSg5XHtyxbI54PsH0LW6izknz8HMmF5dGuY30DC/gcH2QYqJC47ctoFADChF4Yhrj+CPe/3RA2ezjp/F4q8uxogaeTZHAPZAJ+GBpzAr90YxYpAzRLVrDgIWtLQwYfFoOtd08cjX3qOyKs2Ygxu8idTKmaxvDWFaOo0tWVJ9WVY8Iqxcw7x6eroVagZNNq406VifoWquyZh5VeQsDStb2snGtuHhh+H734eXxRmR3/8eDjsswcKFCWbtI8xMMunbogbPXbdOEhMHu13lxEq6U2lilRWezb2igGkpDPZDKNOHkougGhqpLR0oRhnYFrm3lsPEOANl9eRyoKk5aqphcFyMnkGd9GAA+aQCUead59TcDN3JHHpGtFnDqQl7e2UeCB6STss4HgRYuRxkczZGoDjFztHbKwBr/Xo4+WQfJLqYZOxYIRiiUdhvP2i5JkrrC3iBQyMR5xZsy1mkO1kLoo65iWmiKJDpd3LGxfV8gFWKwQJBwMEHnsuJim9wEObMEc/A3/1OAIfzrrH33jKh19cLkgYpo9xhOF1A5Va+ulqAWHt7UYAVfN81XclnsGzbB3GTJ8P558OJh0LzGpg8Dhonwfz59F71G8p+8E3GT6yH16FpdZKe5gHKO39KRHlFzm97Ccb8AjXeiOkw3Ou/fwMhcyONjWUwaypc/iU44TA44XzY2iafN9+EFw6Bb53pt2kQYNk5UHRCNfVM7UrSXmaDpmKbKVglMeeIRf32KZQrrpCO0dnJuvPehg1pJh89Fx54AB54wIv3lDvnXPTmzfDggzRccjn1QdtB13vv+OPR2tspf92id0Cje5+jiM+t8g7TDJWsGkYN6XmZDYJOLd29Mh7FdpsDquqZRLhAPpu2UU0bbIudjxnH2pfbefu+9Rz0uSlExxgsv2c5d33yLqycxdzjRrH67/L8Fpy2wH/2AYDlh8TBf/aJBOy00xB2NU9sG9bdDJVzQHV0ynZOmC0VAWeKBnqIWH2MTH+WUHyHivB/Wk4++WTa2tr49re/TUtLCwsXLuTRRx8dYvj+nxZr3UZoWYcarwQ3sfEwAEtRFBacvoAnLn6ClX9b6QEsV2zTj5nkfpeS1Q+LOm7aEdPy4kvlMViBpLRBFaGqq2iGxu7nTePRr73Fljd6mXuGLYDq/fdl5pk/H6WtDbW5CauuAcu0UDVNJg93BgxMsm3LhIaomxiHdCCPnWnSMK+RyQdNJpfKYWbMIZ5uhcbaQdAJPtBy4165Ujmxki+u+iKrH1tN15oudv2/XT0DbZexM3M269dD5ZtXU5l+nFzPX8lMvZy0Ohc9kgErI5RFdz/zDhvPquda6F/fwR1fWMXZLy7EDTTwzMvlnPLreWRyGvOnDrJofIiJr7wAwLjdJRZNV1uO7tY0pgXtvTr9a/1Jb+xYYWhcaWqCH/wAHnlEiAyQeVZV4e235QNigvHxj8v5M2bAqlUyD02cKERiMimL+WrHTKunB2LlMUINMZI9Ml5msxDq76R5s0l/Uy8N5hbC3RrapEq0TeuJArnKWhQD6O+nLycr/rIyUNIpymtDDDRDqjfj6ySDhti5nMeqKQmTnh4Zj7tbbWrHyPW3bpW6JBLyiqxZIwAr6HtSDGABZDM2huLvV8jR1yemSAceKOBq4kTRDB18sICu7m7//FgMut1gow7AcoGUYlmiFgwALJAAlZqdo3er9PFIwvArCaVtsCDfDsuy5KENOouI11+Hc8/1XPbZd1/46ldhyhR5n0zTv0YQNBmGv1/XxQjNBVjg51px6qE6rKmmKY6tYYGNZ4fYlnl2NlMmwTjn4TosW/bwo9naMAXMHKN/+C5NS3tYdf8SFtU8KrdGDJVByK5CNeYgsSgsTDVMVgl5dQBg7nR47V54dyW8sRa+92N46An49MEwwclf59bRGoDcVghVQ+0C7K09YKpiA5lJik4ZJGBmKbCgaaDrpGNVtG6Sdpv426/D5/eCH/8Y6/UlpHbeE+Pz58G0ibDbbqiOWnZg+iRi+x2McsMN8lKedx5UVlJ59ov0vtXJsr83M2Z2JUpY0t9EEgZZJUq4PALdgRWQUzVbVeltkedfO0/uNZfK5WXMyGZBz8izGzu/ilHTy2l5v5dXbl/P6P0M7jz1YW+x+N7dsrCrnlrB9KOmQy4lbWdnvXu3nXAmAvICz35b8enW3wKvngPlM2HPPwuYsnIC6qdPc8pSQTUIJ+KE41nQQsOX+R+SHQDrn5Dzzz//v64SLBTLZbCUwOAaVInY9hCj3/mfmc+TX3+S1nda6VjZwYR9J3jGzbl0zgMTwwGsztWddLzfgaqrTDlkivfiFVMRupKXXsXZbpwvVHHHuiTgMFjuxJnNQmsr6mA/Vn8Z7a39KJpC3aikHzE3ALDa3xfKvnaSA7DcJnEM1YoFGvXqUwiwjAKAVZBQOyhGzGDWJ2Z5v01T5i63zC2bLPrNDOPSzwOgZzeirf0GoYPeRM9slBOyWVB0Hn+7nj9bn+XY8HX0Nqe57kvryY2aSVNHGTc9Po2Mo257Z3WM7OokE8hixuJEJjRgWTk6tua8lWm8JozjWe7lVY3HZeG+ahVceqmw9SBA5pxz4LDDpPv8/e/ijPjoo+J5fu21ctzFFwvTBTLup9MCLtrbBWB1dwtwqajwzQABMi2dhNrWsfr1MI+/Wsmchlo6ByOYTQqf2lUhpNtg5jCd+q5dCw8+Vk9DnckRcRPHgYpMX3oIwMrloL89S87RjCumxI9aswaSloUSEULGJQPa2vwx3jR9sgbysUvwHjMZi1gYci7AsnNs3Ahf/rIweOPGwW9/K9k+NE3aMwiwslnQE066nO5BsfHJ9IIZB8vCCACsmJ4BQqiWyernNpNNmtSML6N6fFl+Jd2C3QccBFiFLMigXJMXXoCrr5YOunCh2PdMnOg0bmYosgwCLDFA8/fXOK7xLlBy9zvHaJUJqsdl0cywY9zsv6vYtq+Xra6WsnUNL/dMMAyIJhHhp+9VT9PSHsy1d6NUp8gxClObQ9h8EtLvC4hTcpimTSibRLOSaMFYUACJMli8M+y7H9xxv9itNm31AZbXfg5o1JJisD1hAmQ7ZVxJ5qDJeXHqa4cHWMDm97qxLagcFycxOgFVB0BDA60rerBtmwZDExbsH/+g70/XsaXMJjl7KjuVz5BnOmOGrBaA6fs2sPGtTl66ZS0rnmll8j5jOOCMCZRVhYlNHi39oXtoVQb7cuTSJihQtXACye4UVs4im8x6AMvWdJK90p/CZQZ7nT6Vu7+xhBf+vJrQ3ZuwTZsFpy5gyt4hXvz1CsbvXsFuX9pbQqokcz57hSIA3AFbEux0hA4nqa3wxpdlu+EgAVcgDJZtEQhkKN/R0ZDtAb20Kct/UnYArI+YKLqOoqpig+UuWodhsADio+LMOn4WS29fytI7ljLxgImomoppmWQH/JWvu7opNDxvW9bGQ19+AoDRe4wnXB4m1S2DZyHAKqkidI6pnyX8zMDWDNmeQXS9oO6W5akFLcsGyybbNYCVglQSyowUSk4Wru2rugGonRgnm7XleABPzUceEMxvSH+zqxMqQ+KU7QKsoP1VMentlXlm3DgJVt3ZCTWaSroP2tM2ddFn0Rgka1eg04+SbsHOtMP6LlB6oLaWFesrufAXE0mmNSIcyBE8QusD7/BLvkTWYSd3m9nFDz+3gZdXVtJ252vQCS8Nzud7n1/AqOoM53yqjwNqoL5OYc4CBcYIBn34YQe0PAjPPusv1KdOhYsukvA2OcfcKx6HH/1I/n/8cfje9wSEvPUWXHMNbNgAf3VMRGprBWD19cl1XI1tf79cQ+vrxoyWke0ZZMtWg8//ZCa9gzow1mu7lxZM4edfWkMoNUhOga//ajTX3FyNackE/uWfwT4LqznniCZ22ilNNgeGDrZp8eiL5fz81jpWN8X4xF4qsYjFxr4Ex+3SzbRxKRTbIpmU5/PWW7Dnnl7Qa3nsqUFSy1tRKsdgGyGPwHElGhW8kM3YPPp8gseeLBO8Hja46VYBUePGiUq1psY3b3LD+7iiaaCXC8Da+NRa+pZNI9rdhtFdj2JbhFwVYW8v4VWriHSMoru9n9XPSH67vc+ciqoqQ+fyIFMVBFXB/Zs3w1VXwfPP+4h6wgT4yU/ybWGKeR8WMljBbdeN0mWw3P0uCIvHiST6wYzK/kKA5SLeeicukhaYnpyGtEzL2x6/cw3wPo2VYreU1heDOl4AVmoFmqGi2BZK8nnGx57FRiOb/o6TJEYlT3eW6xcv1GXLYGvn0PsOxSDTL8waAQ9rXcfKZaDFAYf1w+S+c+q98W0pf/yiOhjYCHZE0nY5nVAJOfc9ejT2IYcw0LdBPGINQ5irgCw+ZTKRGeN57OIn6do0wBu3vU/ru1s59bd7YkQiQ1TibnfpbZNnG6uNoUV0jJhBujdNujft25nqkk5MURTCMZ05hzSy5G+1rHu1nVw6ScP8Bo783ZHoyeVM2S/BQNsAetAr1AVYShhbDQHJQCVG6KH+5iWQ6YSKuTDpFH+/B7AcceMSRWrl8yGRHQDrIyaV48ohXAYxDdzxq8iKKpeDzWstjJjEjNvti7ux9PalrH50Nbl0TpiZLGQGMvnnpXJYiuaNrYMdg/xh8R9I98ggOumkXQCGqAhzOejphr6wxvioTFRuxHTb9pPlRsoNEqPC9LWksdeuQ91T9DX9/dC8PMeoAVvsN1K+OshOpdiy2YmnuTWFYsktt60RajzemGD1KtCyNnFDVC1NzZBqtpk4xkbBB1huxO7edgV7ULBYSyt0ZTTKdUhutRkfg4qQTF6FYDOVgm9+U7ZPOEEYD9fHYDClkOtYxkTlPqoQSj2p70Io8z4RbRObl7xBXWQ2caON5s0KJ162C8m0xoJZaWrjjQy8mSCR6+Ps+rvJLZrHzPlw0LQmKhIVjImu4fY/bMACOupnorbbtHSG+N5vavhZZB9mTxgg+ZsYHb1iN1VoijR5MhxwgNgXRyLycee7UIBt/9jH5AOSKuxTn4I775S56cgjYa+9ZI7u6ZF5trvT4vn7u5m1KEJdpUl48xpyiUpS48s4/fKJ9A7qjK1PEw1ZVCVyvLM2zrNvV7DHuQuZNCpFfXWO594Wm5adp/cTj9u88Hac595K8Nqyadx8+RrGVcFLS8u58o+jeP4tP1L7T273Qdut983mC8c1ceoXLDo6xJP+vfdgt93gV78S0iSZBJq2YvV0otshsvVjSCctTFPl4YeF6KmtFc1ZRVkV99zvl+/KnDlw330CLE3Td7aKxaRPukAuk4H6vWfw/u+fo/mNJq7b7y+c8uvd6dqYJZsymXpgRApw1HhjqwZ457HlmBmLxpnlTNm9lr729JDr54GivICMzv7mZgkXv8oJfBuNwmc+A5/8pA+uYjFffVgoQe+xYMcYDmC5EolIA/XkoKMdsWtyjPGSSZ99dvXWQUN4ZyGTHcwKswWMmalwyqU3M37qWmwUUqG9CSnlwnqlN6Iq/UT67qcsd6OHLAYHVgOOgWDeHG/DaAfYtXUxRBIVUN0o929mJF2Pe6aVAyd0BvU1pRksR5Ow6S15scbtHIF0mziimP69Kro/psSi5Wj9Kgm9uE2RoigsOnc35nx6IeufWc99p/+Nze9288CV73Dcg7vks5vggby+NmnreGMcRVE8gOUujKW+4iUZKfND6hzxtbn89lPPYttw7E3HyoJ50PL+ty0H1OcBrBC2EQVkIJRAoyNgsMwMbLhdtnf+mZ9/EERFaLv08bYddv5bsgNgfdRE1bEsaGvJEU3pYm9Z8MI7qb9IqRapFgFY4xaPY9TCUbS81cK7t77L7ONnA9CyMYtiSvYLgKaNWbZ2K0ybHaK6GpbevpR0T5rEhGrmf/c46hdJYtA81ZuqsmGDQjYL5VU6TU0ySQFUjK/Aylni1WZZYOaom5mgryVN54Z+JgwM0t4mY3a6MUd3P5TrKvT7A0euL0U26xiaO+q/zGDWG0TsMqGL+3rBiEMsatPdDUbCZmurTUOd1LO/X9RIuRzkkgqZJj+ziqJrtLWBHrVpb4eyahlICnPkXXih2N0A3HWXqN123VV+Z1o6GTf4fWq0Zzzwa0V2wrIyYG8imnyTAWsuy7bO4ZhLZtPSHqamPMtPL2lh70mvsObFGHd8s4+GrSuZrbSw+0EzSLeCEVZ44Zb3sXI2ExZVs+T6rSRTbVxxXR1/fGgUW7sMXl1ZmVfPeFxsqObOlbl10iTfiw0EILkqvVAJc4bjj5d7Pess+MUv5DNjhpAjr70mc/oDf7NYubqaxtosN/46RfmAhqFkueT7Ffz91SiRkMX1F69iUqM8z3cGp/B/F5fR2WewclOMlZtAUWy+/cUuPnfwOkaPhi1bDc68YgKPv1zBWVdOQtdsOntlIo+ELE48oI1pk0xueaiKSMiisREee76MX9w5hpZcmreX+w5wr74qUQhuvlnsu7csrSSqhOnNxZg3r5eTdl7FxsGp/OhHFQwMCNBfvx6gDEWxOfSALhIJk6xZxqixMb78Zenbb7wh5bsMlqaJ5s0NGWVZUDGzkX1v+RwrfnAvre+08qeznifjGO2PiS5i/E7VdG3aQmU0TTaTZdXfxc5nz89O8Y2VC+fyQmv8JUsk9Hx1tVCqBx4o4Kq2VujHqVMlzkYyKQBo8mSZHF0vwkIpxWC5NlhQGmDpunQyXQt4LtpyEy6a13Vf1ZgXF0ne72h1lMEtGpG4QWjwz0yeu5ZsWmerdgHxqvFEiEB2AmQ2oA8uRe97KL/+6TWOlbXEbcqTUY7R4NYOhoirmvzur+D2R4j29mGdcDq9p39JgIQLsOqqh57riqJgmqIiBBi/kzN2qKrHrquqghIAsXokxoLy6UPzaLq66lAIVEl0PvOYmUTuOpGbDr2Vdx/Zwvwn1jJ1z/r885zn0btVFqiJUQlQ/EC+rjmBl+hd04gk/PrUTIhzzp/3xp45k1EL3JBEtoAxwM5lvXtFdWlhHTuQaHzEKsLut8FKi91bzW7Q72fDINMJOcdmcAfA2iH/MVE1OjqgSzPp7BFVfk+vQigFUcf8oL3dmTzD8gKIg5HCnhfvyb2fvZeXf/oy0z4+jYF+aNokQKKyRmI4daztpb8X2mPlVFfHefsmsXyeeNIuVM0dQzotY3wQYPX0KBgNVURUUDSVnh7fOzxWG1iZrVgBvauom17G2qfb2bqmj/UrUqSc8VrJZcllwcTKe0EzA1kgjKLIXLJpE3SsEUOasuowlpOHzbZsurqgrNLilr/FeXtllCsu7KKhDpIphdXrBXxGIjCQUshkoddRcbkMm23ZAsBS+QDrjTfgppsEcCiKmEhs3CiM/scPSvH1ryvYq5qobHzOq3cyE+Gg73yZv15yJdPizxHLvMM/3i/j1O9No29AY+6UJFefu4aGhIaqqczaL84RV5Tz0LdXsezhHnrbV7LHmZNJtnWz+gVJMn7IF8X2Kxqx+dyxWzl2nw7eesPEqChj3OwE1fPG0NgoTl7Ll/tOaLYN6cFBItn1ZPXRdHdXeri8FMACOPNMmZtvuUWc0lauhOOOCx4h7dPcbvCJMyoZTPoTkKLYfPfMDR64Ajj0gCzr73+HdU0hnnwpxlurE+y9oJc9FmtEna4ypj7L7VetY9dTZrJ6s3Tq6vIcnz68k5P2baG2PMvocRrfOttx44vFuOb6BJf8Yiy33ysKoooKceq64w4xQzrmGLcGlc4Hbn8E6i8p597rDAYGYP58sTe77z5YtXyQC8/bzPRJ/UQjNlWN9axpjmHb+RgnSPi4Rv/NzT6DWD2rgdOeOo0bF9/A1pU+c3L/997BzFlkk24MKenyE3aupnFmxcgULE88ARdcIIjv5puFqVqxQhiiW28VdL15s4+kVdW3qA96CAalGMBSlHxgNBzAcik8r2Gc326Ig8rKfFTqnSvvX/nYckK9lUSSNmx+C4CHbjyCsp335JC9K6EtB9GdILMBbcMfUXKbsAkxYB9FXLkbNbNWSDO1kMHCZ7CKqQhtE668Fn75Z7llIH7zbyGVJDOxEfu9VYJ166uHNdpuWdVHNmkSSejUTXP0xqqK7SwMFU3Jt5l1gqDKnwEKNJGQl7ggftTEg6aw+/m78vIvXuWRLz7CLmfOZ2x9hnELqiW0i+OF3bdV3rl4oyw+C7M6hBIh8VYNGYTjug/ogIaZVbAwEIrCtjyvdY/BAnAfn2aAa/vmtc0IenC7k3audg9/IaEY4kloDoDlsm3bjmv335IdAOsjJgMpjf5+UBNZTMTMYUOLQrQfpk2VYzxnK2cATadlHJz7ybk8e8WzdLzfwSu/f48JH5/jlauXRcj0DHqTR39LP23Lkmx5ZQuKptBw0Dzv2MFBCYUAMmC0d4ARj9DYKAvVdFrUVKmUhIyJBY2UzRz1U+VlbFrZz9iOFLoik1NLLovV2U3i5dtJ/P1JzMoqUjsvJnnEiYAAAcdRh+6Noh5MjJYBpLwc+ttskkl47NUqbrxb1E7f+2U5d9/QSXOL4qU0mTIFVi5V6MPXrMxZoNEdhzXrbSwLcilpCD2i86tfwZe+5D+Ds84SA/Frf5Hllr/qPPxkhFfetJhRG+KF71hkcgZXP/hV3t00jyWrx3Derz/J37/+W1Ldyznu0hnYtsL+i/q498erad5iYadVNE0mhF1OqGGwrYdnrmtj86s9PLp+GdmkPMepe9XRMM13EY9GJGDjHjN7mDI7RXy8DbPGeP/PmiXj9cqV0vTRjES8D2U30Ntb6cUAHA5gAXzhC/JpbRXA9dJLMnfHYlAXG+CI+Rv5ws+n0dnjDzeGYfObi9ez9+z8yczQbcoSMH1CBsPKcMTibhQV0rkE4UA9KhMmz/5+JXc+Vk5DRYpd5yZpqLPZuFHmp0Qsn8m5+JRWkmmFX9zeyMEfUznlFGGUzj5bGLwHHhBv8Z3HtZFOWaxrjvDCuxWce81ULFtB0wSQHXywqENjVguNNX00NetoWo5IxPa6sGv6pKrF59pQyGcKdV1YmVNvOojX/vAOk/cZwyNXvUXLMgEc0XKdZF8O2wJdszmk5SbCzx4KHz+8SD6sArnrLvleswYOOkgqV1EhOtF583wA477UeYBGz/dK8B+cv13YQVwGq9DIPW/bLriW89tlsII2YHkqQj84caw+Dhu3Qlo87DatHE88txX0WsCCiqOg536UPunPaW0X0tmdiCt3o5tryWUsjEiRGCWjHdVkIcD6833wl0eg32FMrvkuycEo0W9/lfidN3qHmdVVMHMawz2VN+/fBMDkXeMohv8+uAyWoij5zyH48gWdCjRtaG4mR/b77gG8+9eldK7q5PFLn0YPq5x/9wFUjCv3mMDeVlEBuypCPax7MelAAFeiMQFGL2q6X4C3Gy5nSHwX2weBQbs/9/npYWzVAZMu0BoJg9XuxIip2cMHlqoBFTMh2wt9DqNlFVGVf0hkB8D6CIltw5ZmXcyfnZVEfz+gquSy8m6Gw56NN4rtA6x4XAavnS/clyfOu5dlt75JxR6zHDod1FgEegY9r6lsxuLVX4sepHHvKaxvjzOtSt77wUGIOQNGLqd4cZJqaqSOLS3yQaomqeICq+X6yTJwd2zoR8lIUt/qamhf2cL4b3wWo0NONjZB5N03sGwVDjnFe+81HdqWyyC/WRnH566eyi5zk6S6U3R1qzy5zI+2/+rbEY49q4b6MSpHHwOnnSZ1Kq9QaHKOMQyFaEylT5NGtm2b9ECOXMbisisMrvmJHPexvfo5+cw48+fLPPHDbw1w6NQWLvr1ZFo6QyzaVVZkLZm9OePUo9m8chWbupt46f1FmJZKfaKFhooWdpsf5bYr16Gr0iaaYjm0OmBmmX1wglhdiKd+2Uq/sxJtmF7O4lOmeIFmAWpqoas1S1lM4uIUeoS5C+VIBJKD0l9CIbAUjaTtg4BtASxXGhokKDamycDKzbzfXo3W30NVZpDbv/c+y9rrOXDaZrr6DbTaSmZWdBJMhmArCiHNhKefJvT43xnX1EXzWZeRq2tEUXNDxvXG2hznHN/J+nWQTkluXRCQnBdL1Lnvb53dwrEnhshU1Hn3FYsJI7Vpk9hWr71nC4plksmpHPuNWaxvjhCLmHz7co3Zs/22yOVssjmwFQ1NyxE2LI/0cc2XtBIzrWEEAJadBQzKqkLs/7npEA5z4hEDPLlqFZOzy9m5903MY4+n67XVhLaspaKpF+v3yxnYezFEa1CUrFshnxXKZPzw8eDbODU0iB538mS58cLcjKUAlntjLlPlSizmp8+BkakIhwAsR4IMVrH6BJ1QdB3S74OdwVIr6Wytpre3A9NS0VAhugAmnAkbfg9AKrQf2ex0p72bSfZ1YoRq/PIUQzzcxjgAq63Ttw1bvhZucIBqNAxfPxfO+SSZ7gbSGYXYXTehNW8gu3Au/Wd9lkQohFaCwUp2JXnngQ0A7PqJirxOaiuu00wBg+V2OE3Ldxgo1bmQtFXH3XIcL/3kJTpWddC1posnfrGcE366p/c8+lyANSrusUN6VPdirGkhjVA8BJVl0Novg0Q67ae18SruL6QBLFP6Y39LP3QkiYcAPYStV5ANz0LX0kAf28Vg1e0ZON6prFEuHoPJJlEhfkhlB8D6CImiwOhxOn2dEt/XBAYHgCjYisrgoCUAyxlXw4ZFkvyFavniuRgVj5LtSdK3uZuycdWouoYaDaMZGraqEBudYHDdFt668S0AfvbcIpY/IyDoe9+T74gu4KC7R16IRELAXVWVD64gEFUhMPnXTZJBZbAzw7r3U9QtAj3Vz4QffxWjowV79BiUz51D9r2VGHf9hfJbr2PjA+8wqGi88aUfM3qcSusyAVi3vLuA9VTw/LuBlTEwvjHL4QemuP7WBG+8G4Z34ZFHxYZqt93gt7/xjy1LqCiaeGypio2VNenoMPnMFypYtlEGw//7RBNf/GQ7VfvNZ/NmmQMqozkWTh/gkZ8s5d3+SeyvPwhAvGYhZYkUoYZebvvqE1x8y9Fs6Z7O+OoVPPqDe5i98x4YeuFE7Qy6Zg5Ng+pJMQ7/4RTe+ONW4pVlLP70RBS7FSudhJg4Bhg6VCeymGnQQkMBliuRCOimTHChMBjRcF7w0JECLE96eihLthPvz5CyxFZv9ECK+smDjAmbqK02uagZjKgBgIKN/uKzcPHFqEAcGPfTi2j9zIXovZ3oB84S54aBAdh5Z1AUomGLeHgzyXSM/j6Z4F27OU8C9x3SLc/z370vRRGcYFtOHjigPGHx58tW88cH6zj5oHbq95uNpgmTpWmgYDn11+S3YhOJyDNzPSf1EqOrtxDo6ya2eQ3UjJE6trTA9ddT/cADnAiOWsZG/9td1AF2eQW5UAN6eyvhv/yZwWPPhMqwuIL++MdivL7XXkInRhwj+TlzRGf76quShqary7e+L4xDVZgLzpWyMrmpYjdUF/CaGw5gSSP5Cym3LNuSOTPIYLkAJQ/wFdQt9R4ASvUulDXEGWgdYMNrvUye4IC9yWeB3UO6p4+sPQ9bqcJS6lDtNqKvHQLhWtj7DpmoVQPMrM9gJdPQ57BVv7tTvo85CK6/Ul4qM4Vt2Qwe+2kGDz4GfdMzKCEFIhEs0yypInzrT2+RTZrUT0kwYadIPsBy+p2ikA+wXPDqBqTz2mP4qXvywZOZfPBkWt7Ywu92+z1Ln2hiwfNbGX3EQvrppq9V1BiuihCEtQoCLEBAuWtfl0zKJ3htZ5HueWFbOWzbpndLL3pvikiFiW6ExZ5LMVDUXN55JSXZAgPrAUXsrzyD9kDbRhslN6sWHr6s/6LsAFgfMYknVOKN0NSVJY2jDozYoArAqqoKBF8O+QwWiGFzOqvSuP8MNt73Fl1vbWTUvjNAVciZCvVz62nKgWUrvHfX2+SSObYwmuXWDCJhm85OhcsuE/VQ1QQZvLt6FNRy3zwjFvO9zADM/iT0B2lnm3AEaicatK/P8va37qEx8QJ16Zcoy2QwIzHWfeU3/OKVPTl6cStjn9vCrNZnWdj1FADPXH4T53Ap55Mmi85mxnLEbm00VKToG1DQFZMpE3Is2k0jURNm4ugM3b0aazsreeQRWfg/+yycerrKD74I/YMKL70bZWNSYUq5yqp1GuPLTH55TQXLNiaorcpx5bfT7FPbjJXTPJWirkNEzzFxIuiaxcRYL2XvCONnhRZgZmXAqCw3uevqtdA8BXpXMK78OTJpAVie5kYHb+Vmms5coxItg73Om8i4yaMZ2NqN2d+NnU2CPRoUyf1lZRxvR0Mdylg4EomAZgogDYegLGGBA7BcQLFd4lR8wugsGVWjLAsh3cbM5QglwNAtTMvyVNWa5s/5yr33ys7ddiO3cg2RTauY8MP/k33XBq5x7rmi3zO7qEgMkEsPYFKLqg4NiRCUkO4P7IXAUbFMQoYsOAwdZk1O87VPbwYgmUl7MZRCIbCSNqmUw2DpAJKrbnBQ+pCaHCDauhHGjc1HfLZNKDsIdgwlnZS5anBQcv1dfrkT/0yRezvrLHjuOfjDH2DXXUmfdAoDz71JzdVfI3TvHTTcewdWeQX0Oi/Tn/8MTz0lL7T7Uh9xhBiYHXOM2Oy44EfXh9pYlZrAq6rkAQ2XzgSKA6xotMBWyPYbv64OUiEJJ1OMwcoDVQV1SzoAq2Z3ph85nTf/8CYrHm9j8rlTnETJEZj9NdJbemFLO5quYamTULNOOIV0O7T8A8Yd6wAsoCwKFQno6YNPfxW6+/x6XHy2dAoAO4tt+t6aCjncoM5Wzt8fFNu2eeN6ef93O3kiCum8F8tlsBS1QEUYjYphaTjsJXOX9hjZSzlq0Rh2OWEir92xnjsvepGqa1ey9d2t3v/xUXFPvRe0w/IAlmHI8wP/hcmjkvPD3NhmzosRiApW1gY94od+cAHStgCWqx4snw7JZvAYxwLwGjCe/zDKDoD1URMndoyhyGRq22LA3dESRkdj9Oi0N3FHwuImnclIp3VNJ2YcO4uN971Fy9Mr2OVbh5NKiwcgisLK9+HBK95gyvJlqMCz+oH84KJuFs5IcuGPGln5vsLXvgZXfd2mrgyylkJUlTHalalTZR555x3Q1ryPrZooM6aDbUvon6ZBxmbW0c5YprOKRX3PALC1fAq3z/s+3/rOEfT061x3dy1V5p18myuYNDbLEZt/x5f4JSElS4ddyxZGs+/O/Xz/9FXUJ5J0dkBPn0pFfYg2pQELg13np1FUldkHyvzw3ntiZ/PGGwqfvKCBgaTqtQ/IQGPoNtlcGE21ufeaNYyaW0f2fcD2QYNhANms51gQyy3HUDuxLI3QQ29j7Wmg9vRgrO2CCfOh/HDofYgKHqQ3/X+UlZV56lhdw1PVYppOWi8VxcphY6NpoGomJq4thxsM1fbi2Hi53wpzzwHhkIVmy4o9FIJYxELXBY9tN3vlXgMIqTlCUROyYms3QIayMgFxKcv0mNN4XAB3WM1JJFOA006irT1N/Q9/gK0b5BrHEVm7XCaagQHxJpg6FRZPo6xMoaPDBtuPyl5KhgNY5HKEQg7AMvLnESWbD7BStkUuC6iqPB/b8siGZBKMvm70zKCTGToAsDo7iaxfj2E1gmXJ63rTTfDd78r/ixbBF78oqxSQ2BkHHCB16M+S3mUx6QMOI/zUo9iajuqCq8pKiS+yfr200ZFHyu8jjvCv7XZOV9VXyGgWqghdiUTEYG9b4q6i+vqkEd0GHjMmcFCANauthWQ1tHT6AKsUg1UIsBwGi9rdmXGMAKyVj7Ry+I8PRTHKIbtWEj/rKqgqRkTDYiFkX8VWwih2Gpof8QEWyNxdXyMAywVXAJ88HCYG7wEYWCMLGXJ591SKwWp6rYmO9zvQIxpzDx0DrJb7U0NgZbBdoFLIYIGfeqcUw7gNOfTieXRuHGDNy2154KphfgOhspCvdSsGsIJSWyvPtbYWWp+Bl06BVAuoYdTEDLTImZihyZhpJ2J7LIxppaCq2m8i7962oSJ01YPlcyRGmeYa6g7zcn8IZQfA+ojJBZdV8tJzhzFldB+jaw26+3Rue7KeVFoGiH136mNC/SBrmyIkMzrzd7e58CvSad3xd+bHJ/NMPERqax/ZDU0wagypAZP7L3ial69dwTRTVqjvqAv49s8rmDEhSXc3/OoXFkceo/Hyy3D86RWMa4wxe47KZd8dOmYYhmMDlsuRy4KRTgM2rZsybL34T+zasoK3+BwrmMnnlOt5wd6LZb2z4QWpa21llvZugzbq+ftu3+CqLzZj3rAK/dmnqLe30kEtJ4x9hVmHmWhLu1D2mIWqhbCNCBYaEXszmpKl355OrCxCQ4MMbgsXwu1/HOCYT0bo6pFBZvb0HP0pjY0bFRLRLH1JGYjOPGQT1eEBkv3V6IBi2yQHbYy2ZozKGLh0eGsroXe+B+NBfc+k/Lc/w77BoMw2UUwLWvrgzDPIqePRrY3Q8wht5gmeBidPRWhZ6KkBlKSNElUAG10HVZXJUpyRHPs3J82FFgzWWgRgRQxfVxcOi/qrokIA9wcCWC4zEsiTV1YGZUYGsjJf9zo2X1gWiahJRYVBeMmrgrRqamBePWZ7iNW/uxvLqqa8UmVMQ07qfvXVEnzrJz+BPX6BFtIor7JJdeUD+WJiaMMDrHhC8FtZmfRZW9VQLBM1nULTKrzz0k4b246KENv2bL7lvgQIDwExyaT0/T4pIfHHn8Hdt8p/n/wkfOUrzoVLTECaTu+vbyIcU+nf3EXFU/dTFrUk5sanPiXHnHxyvteFi5aDlKG7P6/sEhP4NtRRnlRW5id8Lpb0eMh9FfEi9K6r+WAlOIDkOiErzCJ1ezD54EqMmEbvlhQt7w/SuFsjdMt54YoI2fYw0XAIK30w3fpYlPoZVKw6GTqXwKrrRdU05ii51twIfA24H+jfHb56NsQD6rxwLWS6INeNlmvBsqP+bdg2llmcJX7nFgl7MfPQCYRjGqRtJ5WQC7ACKrBS4Gk4gJXaKgbkRjmFokUMTvrxIh75xSqUynJmnzibSEWEUCLk5ZkFcdiJVEYkf2yxAMqxmCxqAJZcD4NisI+VRel6g1hZJX21F5NLJkWlFwlj1kyA6jrsHllNKW47bovB6nAYrErHeaqYivB/QHYArI+YvPpmiNeWl/Ha8nwPk7KoSTqj8OybCcBfUS9ZCaNGi6lGKiWu9tdeq1NVM41E/1KeuPwFZnzlSF7+yR20v76BKsBCQd13b758wWymTMiwScLzMH+uxZNPapxxBqxerdLZHebt5fDaWzLWdnf7Kqe5c+HUT+WI4jAG2SzmzbdR/us/MtrqJUkYUxPq/vD/m0ztYDULNneQzdpMGZPmkwdu5a7nG9i8GU7bc5Xc06VfB11h0wtTIQ3zNj/C+B9cD0B34gLsBXuRbZiA2teDkW0jEk3QUNNJuGoMSiYtUZxrajhoRpLNDyd59YUM6vix7Fy+hqrplax/u4XuzQpvrK2mKVPLETttQbFDWFl/kLI6uwm3NxOKIGqIH/xAImZfIQOK9WaI3ORJhNau9B/On/4Ehx9OJncounoD8fQfaG9T6C4/AbDR1MCk1NKOcfo3GKeF2fKDK9Hi8iw1BzjYphu8EUwnu7UWCk5OQ2kpjRRlZZDJqoTDFtgmDQ0CNFxSYrvEBRW2nW/g5+hPo1HQWrto/MP3Sbz5HGp6EGXfff18bvvvD/V1WIk67HUZGFCFTXIn+gsuELe/5mbpsLOnUFOvUF3vBGksYWsGDoPlPK5iAKuqEiqrJAJ4LgdmohKjZzNqphtNExud8nLocwGW4gAsrDyPecUSo/chdTFNx9bbovbBm4i44Orznxe1YNAVv1AUxWdydAPCUcxFu0FDVJDxOedIwsjTTss/LxzOB1huOxauekqBqlJZwQtFVaXDtDmB64oBrFJSzAZLVYX9UpR84qJT8m0SmwmxOgxgygH1rHiomXduW07jblNwTzAiOlVTa6DJIJULkdXmo4VGQ/Uu0Pk6rLlByiobD1W7woJeiAInAl0zhH20s35bGeWShsVuBzuNZgiqtu0QCmCZArKsVM4L4WJmTd77izBu84+fhhdB3mWwpADADdFVIuxAqeeTG/DBTvWioeepKqGozjHX7EMyUU/Xui7CibAfOd5pb0VRqJ4yAoNx24atz8r24tugZxks/T56dq1Up6/Lw81WTm7Ku5bn+ToMwLKy0PGabLsAyzt+B8DaIf9FufG3Sd579EXeXl3JkpXjGEypHH90hmN2bWbFKpW7nqljYFBh9sQknckI19w8imuuERvYzZslrzJAA/vweZYx+Ppynv3UJhL0kyLM4/rhfOW66UydZVBrC93szqG6ZrP33qL6u/tPPaxYZvO72ytYvVph9er8er7xBtx1l8Gxi8fxqcO72Oe1+yn/5c+JA+8znfdPOJeZvQlWPb4FddNGfvDtKjo6JH+eK6cf24Pe18WWtSZgo00cT/aKq+jf+xEAamnzjo08/wq53fdAVUMwoKDYFppqEx7oQiurhj5n5d3eDrZNZQLmT+rHauhGTYLS+TYJa4DBUB2zR6vMqFAxQvKyq1kfRCi5LEomReTGG+G2PwuoqAcmgW2rbD35RqxII5FN7wDtVN50O+qy9+HYY4mFLewfaRg1bTRWXEXtzb/DfK+ScMsG+PoX4bCd4Ve3oHT3YdBH1T33kJ02Czomo84YD4BlWbiDkenYQmhGYMAuBj7MpBh5a2UoZh8g6q45c5DB1LJLD/rFpFQOPPdZRKHh1p9S+XwgCOQ//uFvH/4xUMSg3FJ0FArm+EhEctw89RS89CbMmy4xfkwETJSKQs62ARaAkohDJoOu6zAQI9yzAT3diabNAAQDtOoWVhYIMliGhdbbg1lWLuo/N93N4KCAxzFjIJcTW7NMhtr7/yjX/fKXJTfRSCTILKgBj7NwWEBaMYlEBC277RKMX6UFAGkxhqTQc3BbUlvrA6yiUoLBchM1BhksV+cL+aCz9Wn5Hvsxb9dOp4xnxUPNvPLrJcw/bRGNkwu8DnGBhI1tKTDpNAFYiibsSOvTYkxd7zBpKjDqGbAOkTnd6/+KBM40bRTbRjNsLMBGB9vCMm261neRbtWon1OPHtF5/8H3GWwfJFIVYcqBE6B5owMaVU89aTu5Y4eEaQhKKQbLDrzTVtZXeRYeq6r5+KTAMW/EMrAOklvkOqM+5nnxaZkNYKXI9XeiOLHkTGdo9OMiOnUptYgA6H4XzKQYsJeNd+5rB4O1Qz4EMmOmwozUJo7eZxOrN2YAFX1ULSEbxtRmuORTW8hkZDyeNAneba7lsb/refPbCSfA3LkNbL15d+rXvEyCfrqo5JGKE/n69waZsVBocWtQBiyXwNEdFiUahUMPyHDg7lk+9+Uo9z8aprJSHFJME5IDFlf/WOHlVxRufaKeV57o4VW+BsDPuJDKr3yc/Re2sPb1CKse30LzCrEzKRznM7aBojg2Z5oFkQhdmyW4pBEzaPvC1egDvYy59puEXn8LQ82I3QoWmBZaagD6kyi0wmgn7UngxRfDTcULoqeooKsZyRuWyaKUyaCrBAxbta42Jl32GYxmccdm8WL40mQwb4GyXbDserBM0mPGoWNgfekM1P/7poCSJChfM+F0YG8wZnZgPOoYxl31C3h7X3jyFY/lqHjsMXjsMdA01FvFAty2/AHIysm9aHoBg1UoppM30oiB2ZdP369aJczHvHnbBlkDA/Lwh2GQAIxVy6l6UlzfN1x6HeP3nYhy5x0ymR54IIyqACUt84JzTd2dM1yG55BDBGC9+Bac92lxXc1UikHXMAArErIIWVLNIWO12zaGIaoQRcHo7QRslGwSTbUAFUWBqkqbjjbxznWN3JW2rcS3bmGgcjRKUEXY1SVt09HhAazEG08R2roZu7wC5YQThm/XoKiaxwbIDTl6yWiUPNfPoLi6S9fwPfgiBQFWMSP37QFXUDzhc56UAFgugxUEWHmTcKBPbhWbTBr293ZNP6Se2cc0suy+Zu4/634+9+Q+Pm4QpIui6oCFbSsw9ihITIaut+Htb0DrUzDpVKhIyqXsELABBl+Gsj38tlFUwIlyjolqKE7NFEDDMm1yyQxEJRixHtFZ9ZDEa5qw3wRME1TbUdMrKjjjl207fWukDFYewAq0k5kcHmB5p9j5/Wh7pNVp/5rdxIMvUgvhOpR0G3pmDbmBOGjinZjLQl9TH33Njk2b99INw2C59lc1u/m2px6I3AGwdsh/U1QXcACKGP6GDBvdiY8UDG2jKPCrazI885rOxo1id3LwwWJnC5C+aH9uPaKZtu4Q2QWHc895m1DtLO70pYQM+voy2LYspt24TYCXDHXUKIXzz8efvHQd3lvGMb81ue2Vyaz79UN8cel5VNLN2+FdGXvRQewyW+I4VE2Ul7RtTR+5tInueBXlEpWomTTZRI3nE6/qKhgGnZuldmWNCQbn74lt29Tf+SuMthZi199I7Zg1dO95MGChpZPYWhyd3NCcXThjgWmiKr4LteK0r5rLoGpCgSi5LJGIqFhH/+H7hJs3YNfWolxyiQCGLRfBACjxfVEGZHBWsEE3UOfMgCeflEBM48fT8/w7aGMGiHMp5s4xms+/jIYVz2H8/RF44Gmp2EmHklzVQXSJQ6ObJtrTz8Fei7EUFd/I3XLapsAGq1BMV3Xkut/ZsmJMt0FfF6BL+7hW3MWkt9dPwRJksGxb7u/JJ6GpSSbg119HsW169jyMniM/g7I4Do2jpI9EItC/RRgsHd8A1x2pDMfN7/DD4RvfgKWrobdfMiyPm+IzISVExWLu3BIL4WAfdQ4IxeUZq7ksumri2sJVVVp0tAFonpE7mQzhMCSzGUlKruKkfzL98nM5VDNLw4N/kH3HHjMkGncpURS8ydKbHMdPgLpw8cTM7kmFVF0hwAIJ1pjrxo1i79VpuGdeTMY7jMNVV0nfd8PXu+LW240z5T6HIINVKtq3bUuf7Fkqv+v2CZRpc/gP57L6yQ5a3mxh8+udjFvk1F1RoSyCkqsVJxC1BlAg0gD1+4vtUnILrL/NufeJkDgUOq6HrtshtsgDJ2bWZtPLTay8azMT96mjcX4NOUBRHLu5QCh/9/1b//R6QNKRDXZnqMBhhBXNA1jixqgO9SIMSpBVDIKwIIOVSw61wwpExvcCggaadkganm1Jm6MerNvXL6hiNmx9RgBWZA6KIuOyZak+uAIfMIHfBwrFCzC6e2DnDhXhDvkwSODlNDRhl0IhMLL5g5WbqL6y3GKnnSSKNUh0a1fCiTBnPHM6S5aAYg1SG8/KQtO2QFFRomG2rhfEVl2DqJIcyctFaNuSl8WyxPgqnUYFjq5+gfjKU1HJkpyxkHHf+Q7lTjwmgFhNiHDCIN2XZeuaPmqnVgJgRWJkxk4BYHC9GLsaYQ10nS4HYCXGOIOMbtB/wMFU3XELxsNPMZqn0Ltb2bz3XqiZJEq0TOab/v6hbakokM2iGFnvp7eQzWVR1DCNjRAqy5Lus+l79SWqH/+r/P+jH8GCBXJwzlFVGmNRNQUzJxOCUlOFOn8elE+VFCYDA1R89mgYNwbzzh+i0UNmj7FkP/FtjIQKPe2weCEcspieTTEGnnyYaLKfsr/eifb352CfvbFQ8VWE8gxUTfGZn0IGyzKhv8uJ1RBIW5Rul0kn1w76qOJpU4KSEVDBVVeJnvkb3xCL81/9SrzkCiQ3aRqtn/4yumsf5jasaYKdATVK0LbfUxHW1Qk7Mm0aTJsMq9bCL26WGEX2CFSZtl1ayxAEWI6EyzTSiiLqIDOF645vGDYTJwExDdHuSNsaBpAz8xksF2Bls6LjvugiIkvfwjYMlBNPHL6+UKDGU/Mnx0hYmD837kmhqOpQG6piACvXChkbsjVgJPzEzCO1v3LlssskRc+SJaISnTZN7rumRnINTZ8Cj94HT70MVRUS9HTyNJ91HDYURMD2p3KeMCfgMa7x+jAzjp7Ou7e9x/L7NzNu0TT5X1FgxgyUVA5zWRsqKiguWxmHUYfAlgdg/S2yLzILKk+A3vsg20L36sfY8n4tuZTF09c8R/c6aet3727l9PvEzswI6+QUN4Kz8/5lTbrWddG1pgtFUxiz2xiSAxblag4lEgJULxq/70WobJvBKgRgQYDlLpaCUlYmALasLD/94gdVEbrPoH4/n+2umCMAK7sOANXsdg7OhxhaKBik1KJoHkEvRU4AYO0wct8hHwpRhcIGm1DIEoBl2OgFi0HXlKOmyqK5z18AFy5YXRMMK2MGSB4prMeMExodxhgYpLZm0EuzAA7A6u9H6Q1BqNKnzgJBt+IXnYOay9K/aF/i1/6Y/k4T2rvyrl0zuYKmt9tpXtHDqJmVzj36L2XGlhfWTOfo6TTp3CLhBhJjZaC2VI2BE0+ibPW7GGEV5aU3qb33j0SXPEWkr4u+M/+PEDnY0CMo0zB8WxwVyGVRw34CU81h6VRFwh+EIxAdaCP8pQuoWiEr6579jqLCBVfgAyy9NjA+2IQSUf9e3InMMEDVSVfsT6zzPsqU19Eis+FrF0Ku2SvSqE7Qe+CBGEYO7rwHZfUGKi+/mtz4sVhXfAc1jBfVXdVUn/kpZLCaNkjm74oqqA24wbnpJ9zcYttSJ+RycOWVEhYdRK04f74Prj79afm9dStMn052ziLM9QqxuItYnYaxLLDTQFTCUSgKqmL7c0pDgx+X5/Ofhq9eCXc/DhPGwjU3bNt9fTig6LZNAIBEwhYp3UDJZtCySTwHEduSEBwxDfrlN6YpXpgZU2ywXIDlArf33hPvvpYWiMdRrrlmZIbgrg2Vgt9fCh9HqUl5WwDLC/hpOh6AASZshMxansyaBU8/LeEh1q+Hd9/1/3vhhfxjW9vl89Kr/vXi8eEZrODk7on/TGceN8sDWIdcPtVhZ2SBoTiDniz+nGsoOkw5WwCW7UZgng1qlB79dCqyP6Rv/Qvc9V0/TEW0JopCjoGtGR795hKO+aJBuDZKX08GC1AUExthsNY8tgZwQiLEQ1hApn4C4Ui0gMFyA3ZS+llGHG/GwkBv2wJYDQ2yMFFV6Ek5TfkBVYR9a6B/rdS7bs8AwJKwInpajHgV19DRAVCJxgSqIUmp8QitItdPtUG/tBnVi2SRBwGzhe2wBf0QyA6A9VETVQUnU3xNjY2mQ0W5jd1VwGC5anksRo0SDZWiFB9TDQMyaR9gKYqstyxLQY+FqCpPoeR8ShzAzpmweTNKpBfKZ/uFZbOy2j7/fNQtm8nUj2HL577LdFUjncpnVxRs6qb6AGuR6mTJUFWiUccpypk8FMtiYBA6O2XgLJ9QCYCFilJfRc+vfkTdjBr6jv4aiRf/QWKNDARVP7oCxR1oTjwRjj1WjHT33Rc9pJHNZNGNHFRVodgJFCcmlpsaQteBH/0IbcVSLCNE726H0HP6hXjrcDsHLiun18p5WalZKBHyKfPqatExOjYoVv1B0HkfZcqraNqpQ1Zu1VUqZWEIRxKweE947nmMVWsxVq0l9bmtRGbUeM9D0x01USYzNL9cs+O51xtMnGrJROuoXqRC22Cw/vY3AVfuhP7yy/IBPyhoQKKImZM+qQBgmSZYGVAU0dSpCqGQ7R8TbIcD94BLzoQf/QF+eyt89+c+NVtKhruPYgxW2MY2QpDNoOWCk5dbJ83/7TJYljBYqorPGj75JHznO/KMx4+Hn/9cGqBYvr9CcQEWgKYVnxhLAUtVHZmK0FVbjSRH3LZk9mzJf7h6tXxHo6IefucdeO8dGBWHzx4jObve3AhLlko77LVX/vMdcp+Wrz6q3StwnD/5Tj1sKnpUp3vjAC3v9tI4vwIXTHnBMG0bG0X2KjqMPgJ2/z2s/p0MKpHZDHZnuPs7Cmd+HUZPbmbCHmWk+lSmHTWXxRfvyfoHn+Duz73Hmn8003ZUI5PHGqgDpssdS21zFqsfFe+esXuORTM0zKyJFTJK2GCB4ka8LyaGIYuUQgAWfGZmsrjqzTmnmDpwu1SEm50FVP1+oorMOGOb4+2nZ9ejmH3YWkLu15L+FauNBWJrOWNMsb7mBRidJQtzD2DtYLB2yIdB3BUbUBazKYsDOtgFT9r3lrWorRUNWTRafPFkGJDB9OafSNgiGTBZKq9QyXQ4dlcrVkhImGxU1DHYgezSiBv5OefA2rXYVVVsvvAnWLGEzP1pWzzGZD7DVqB+mkAV19B9zBjIjFEZjEixVnkFRGLo9ZUAdK2X4yomVQNZLEVD10zHNlWh9bs/w/rORaQMlXiuj7IXXpbBzrIkttKdTmqMiy+m8qSTSdgK+hPPwd0PUbF6I9anTmdwYBSJjvUwaybGsyvhiSewNY0Nl/2e5LT5xCMBoGh2IatTDbQqzKwzUWITKo/grciqqvKCOGmjD4IVELPfRFEGKVy5KYrq2Dfb8IXPgZqCZ16XS67ZiD1nnpdAVtUUYQb6+4eqQl2mynUXV5xJdnsB1oMPyvcpp4ha6FvfkuR+55wjUcSLiGHgU6lefJwcIGxKWRnUNQQW7IWdU7XhyP3gtodgU4vkOjr66OHrORKAFQArkbCFrRuggJpz2io48QcBlstgmaYfRNSy4Je/lMCoAHvsIaE7ysu36QzgSSjk33thfCJ3vgm2TaHhuqb58akgn9Hy7tVyyvgXACz3utOny8eVT38asv3QFwhRMnNXOOAwWVhYltjylWKwsoPQ9aZs1+3p73cnakUlVBZi2uHTWH7PcpY/0CwAS8kHWAC27QAs1bG3q1oIu14L69cz2NLPXy99h03vhujvKSde0cvpN1dA9c5QMY9cFmqnxphxeB3L7tvKsqcHmLy3iuKBe9upbpZ1T4rKbOyeY9GjOmbWxDZN0TQrmmcza7sMll5kAA5KMSBtF+j9rDReUuVSEni1t0tFuMUBWGOdd9pt+0gDdvkclN6lhAeeJlV+lOQ2HNQxYkZ+4FI3r2qxvubGv6rdowCAfVB95n9XdgCsj5q4OnwLvA7sAJ08Uw5DA0zPGHfy5NJFekFBHYlEbA9ghUIQiwvAslIZGBgQoJVxVkya4iccfPRRuOIKLxqwcu216Ppk0gNiIpDJQhiIRaEnA7YeomG6TAatq/owcxaxmEqsWvXnpnAYZdIElHJZMfZscADW3PFk+tJktQiKssULnKc0VLLhmhsxX3qMUTVZ0iedQvXMqfDmmxJNOx4XBuvaa1EOOgj91lvhFrHNUIDq3/0az2z30UAjnXIqqcmzUZxcgf7zcGxj9GpQtIAa1UbVtXyjz4BEG2aRjUzFSK2GgecgsU/+Ad55NkwZB1degHnRNWivvo21cSOWIQOsoijiAJBIiGrKZbFcVsMbnDW/XEHIzoTs96GiYolxN089Jb8POkhsd3beWSbNbUUq9YzaXOPbbN7vujq/CkMml5pK0Gw46iC49la49x74xCeGv14xgNXfL33z8cfFCHG2z7jqms2o8SG0NlDSzkIhOPB7Xk6iIjQMiBgmtm2hZ5Jw+Xf8EBSf/rSoCF0GaTiA5QYHdberqlDMHrDluQ5hsYJtYxhDPQODiYKLMljOsfYIQd8HlhJehKWODYAnupYIAI+Mgtj4wHGBY4CZx80UgPVgCwd+cybu4iQPYGkVYAxAuC7vHexuyXHTOZvpasoRToTRK+YCL0LXW1C9M9lkjvSAXG/qgTUsu28rK54d4OM5G03XhZx2GKym15vI9GeIVEVomNsg7yFgu89VUQtskEyU4LNJbZVPYjpow7xHhc/MTJYGWO5r9kFUhKl2aHtetsce7RbklKvCtM/BGxcQ7X+EVOJIolVRUtmQJJTOE9GwFB1TPPurYILnIjfwPyL/WwrNHTIyUQOravA6ct64GnZ+bIuZwA1F47/EkbCd95+XST2dcS5nQyqNoihCP6dS8PDD8O1vy2S8zz5w220weTJx593r7JL6hsKSRgzADoWoGhcjUhHCzFpsWNIJZj/kuvKiZrue6v2t/Vg5Cy2sUTG+glxNA1okBLbpDW66mgXFIls7GnXcWNh9FzHAPfhgAVnNzZLteXBQmBcHXHHep0hfcDa2ppGNldO58AAyE6bJsZdcgnLu532SIQ9gdTs7xSA3USc3Vzkq7BxYYsBQFIwpJ8l23xNC6+VJAGA5gUiVSRKtX+ntI1cl13NDTGAYEokZfHWTPDXnekH6Ht8Wx33UpYDJm28K6zc4KIzVrFnS3+rrRxYG3gVWHsAqMMIPTIp5LI1lChIfPRqOPkj2PfRwaW+6DRvEOD54H+m0sEkTJoh6+IYb4JvfFEN9b/C3SFQZ0nRpV41agsFyJs7J9f1MaXoO5eyzBFwZhvT9iy4aediDQhDkAj9Vyb980cTIgXODAKvY/17QUbf9/0UMVkkZBmAVTri5NDx/Irx0utSr4xXZX7tngSox3z5n+pHTUQ2V9vf7aVvZl3espyZUQpCYKkbu8g9m1uKur2+kqylH1dgYZz5yPJGa+XL8pnvIvvRVepbcT+/mXmxUxu5SQaTSYKDLZOPbfahuvC3nndr4rKjfx+4h7JW7yLNd8Ku4CywVW5EFrxIKPJt0p+PdGfDCK9qkBQDLKvEOUKAOtIvsG06aHpa2rlwAZRPci7mFoEw6BVuJoGfXYeRWYMQM6uc2Eq0qYtgbPNertwkdjj3eEAar8Nz/DdkBsD6K4g769r8GYFVWgqYEAFbEPyeRwB84nMTCtmVDOu2/C3/9q9ifWJak8fjJTzz3bRdguS97vMyfK+xQGMNQmHuU0GtL7t0I2SZIbyGkyWQXri4j7hhn922WgahqUpUXBFRTLBRMr466mkGxs6AqqGEdrSwAAuJxufi110rsoExGfn/tLPjGeWQ//1nabruN1y+5nQ1nf5+tv/iLHHvyyaDrxUMH2b79FUC8JkzDtHIiccNx1R7mFRx/snwPvAhlBRNzUI3ihGFQHYClNzeR6pVB1gvRoCh+YwfVhHZgsId8ZmxbKsL16+XbTdC8777FB8BS9kFBmypPRVjAvASbJ8813QViKiyaD6PqRL109dV+v3cfxLp1kobmM5/xAsny6KPCsn3zmxKDafJkqT/A974Hp54q7WRbPjjJFAIsBZIpAW8DA1Lu0qUoJxyPctGF4k1ZXS3qwW2pLgulGCAKNu1wRu7BDui2bxDsFmOw/mMAq1DyxyjAr3P/ahjYAL3LINkUAFh7FBSRz2BFKiJMOUCcB5Y/0EKw4dQ8Q/f8Iv7+3eVseXeQcFzl1N/vRf2eU2H8AVJ0qgWj5x9UNX8JxRoEFPSQxszD6gF47/E2VCeWiBuzbeMLArDGLR6HHtb9haibKNp91xQNOxxCGdWAMiHAzLl9fFusovd/wTs07DmB7ZFiliYnMPDYQF/2npsKoSrSVaI6jPY94pRdbEHh1rOgE/e8J1Hp9YTY7RbtizsA1g75b0shg+VMjnkL29DIAZamQTweUBEGGKzyclDTSUilsDIycNgWArBURQyfv/UteZlOOEG2A5NBKBQY+xWxGXPrma2sQZ08iUUXiEHr8qeaGegSA+iQnhFtqK7ROKeGUDxE67utANRMr6G8XMotL3NCLAQYLIUcoTIZBWOjyv36uBVZtEhCzd97Lzx8Bxy1P6gSo8auSKCGDRRNKemclWdnbXU6f9bKKs9NvGxb2wZYlfOgfAbYGUi9UvhU/E33WU4eJ/9s2kiqV9hEj8FS1eIAy11Fqu4kHgQxNkNUhLYt+tzmZgm9sXmzqNYA9llcnPYvxWQFQYEHzALqE8gfT4sBLNUxGP78J+X35ZfDj38s4PjKK4WBvOkmYbba2yXX38KFEkdr2TJh2m6+GZ57Dn76UwkvoWly3gEHyHlu/XM5J4yE+y4o0N4h7N2WJvj9DWJz1tIi8cBOOkmuHfQoHU6C4DQQi6sQoJZU7RRjqwr3FRpRFwah/HerCAvrrgzzX98qf7t3RT67kSf5AAtg5tHCsCx/qDnvIh6DFQBYqe4UNx//Ei//VuyljrqkjsqxCWmTCXtjq374Es1so6zrRlBUcukc844fDcCb9zXT25ShrCpEYnSUwfZBOlZ2gAJj9hiDFtKKM1gAqi71KS9DKQuESvEA1jbGaG9RUqj2Dx5jQ+/7kNwY2LUdKkIrBy1PyPbojwf/kC+nT2VGnQFAqP8ZyPZSNAyD95wK7suLf7WbM4f976sId9hgfRSlMN9TMQYrYog32wgAFkBFuUmqeRBbUYlGbBoaZGw2NIvc2tWwoR+roQ4iMngpHVspe/5RuPV3UsCJJ8JXv1o0kng8LiRCWdRGD4z3imoTKh9gVGMto+dU0rS0myUP9LLPrhqYGWrLuxjsG6SsbAwZYNWDMiDPPG4m4bAEH+9ZnyXT7wMNXc2i2CployuonmihRTWx7nejkLtSXi7BK7MtYA6CEUVRB0BTJEerpgzR9lTXSNMn4kjyXcuCjd3yp17rZAl2jcrds4YZMBQFxh4Hy66C9qfAOGboObYthkpGClRh8rTNG/08hK7RbBBgDQ76SZ/dwdsLlR5Uw1kMYbDa28Ub7DOfgdZWiVs0MAA7LYCFNZBrAaMg9EA4nO/o4EoxgOXWx7U5KQWwXDWIosuE8sVToXYKXHAR3HGHdKi//z2/bE2TuoNYzn/uc8JgVVX54QQuvBAOO0zUw6+/Drf8BU7a13l5LHl+IUXuZ3M7dDRDfytceDU0OXmc9tvPt+fbHsnrH6r/2wF4QVWONzkG28d11hhORVjYaeNx8VIMOeEn/lVG7iWlYNI0k5BtBTOKbwfoMlgBgNXypLBYii55BPOKHOrCP/PI8Tx4wUu0vNPL1hU91O/mFF0EYL3w4xdY92w7RkzjY5eMZc5Bur/gUA16a76MkV5FuGES2qqriXddSzq6B1okzOR9q5i1X4SK2D9of/5J6o8+BSWqsvbvawGom11HtCqKFtb8a5oFjJNiyC2oWd9OzLZ9oLRNBstdJBlgpYoDMjMFuT6UTBbssdJ/tkdF2PGaeAyGqqB618C1843P7ardyYZmYmRWiEqxbt8ihZVgS/Psr4r8L5Xddl0/RLKDwfooSmG+p39SRQhQEU1R0bWBmp51KIrF2LFOCJ9cDtWJ/G0nU9i2jfqXWxl1/onEXXB18skCrhSlKMCqqZE5rqHBH/QaRilMHtuJYW6FVAu7nCyBRZ/5Uydb3uzBNtO8+KU7eOSoW+hb10LTG030bu7FKDOYfYJvpGw5eQIVPQxIfjvVTqMbihj627bkDJo8OX9C9PSUjlooVI6iKigOsFI0lVDADgwEWI0b67RzWZk0UEqi0qPX5TM5eak3hpFGJ99ax7MFg1lARWiIETSTxmFrGmoqhdopk30eg2UYoKXA7BaQ5aT7kP+dCVgtsuIEv5/09ooKrVXYQnp6BGRdc7l4uLleiUHWZSQMlrftemE4jVvSBivAYDlxjjj3c3DmmbLfBVcg97nzzsJuTZ8ujhabNglj5SYnzuUECNbUiI3gZZfJud+/BlJpB6A4AKu1GW65B/Y5UeI9nfZNAVejRolN1zXXbD+4gqHM05Qp4pFZ2H6liIdi0dcL2dlitOucOX6Km/+0DVauVzxtze6hDFZvAcACqNsL9Fj+cQUqQoBYbZSZh0ty7levf9/b7wEsJ0acbdm8e4uA66N/uYBdPuXEWHP6r5mzyMT2YaDqTNTJJ0L5LFSzi4r0rSRGJyDTzfGfv5ZDP/s4cxY9S+fyu7CyWd677T0Aph8lXpR62LfBssz8GFHuu6fYQYAVAFUjVREOy2D5ziOKnd5+FWGz49Ez6pCCMSK/7UOJMAOVTl7NpkeKj29BM4SgeABrj+L/j7iyHx7ZAbA+ilLgLlyoIrQVxXebHSHAUrNJGhtFo5Kf+8pE0RS01i2UX/cjuPhi9N/+CsU0yY2fJIzAxRcPu/LQdZmbQgbecZGYSrzMGSisLAuPm8zM/aoxs3D7mW+x4r73WflIC71bUtxz2gO89ae3AJh5zExCAbsqK+faIumghigrk+slvPnPlok1ECJB2tABX5YDsMIVuB6aNTUwbrwSKKOIuAAj2eTcZG3+ROkCn20BrNo9QYtCeitkNzs7VfIAlvucQyEYJxOEvnEdKH4eRS+Su9YJ2Wbo68lXdxVjsOyAF5fbT557Dp55RibqK68UNdivfw31Fc5JgXx+xex/Cr3WXFEKJhYX8JVUEToThhpQpWELeHIBxs47S/10Hb74RQFDt90mYD/4vF2j/7o6v6z/+z9hIbc0wW7HwZ2Pyf50Gm77K1z2S7wknKk0TB4Lf7wBPvax7VtlB48tBFjRqDCpw54eOH/KFAFLxQBWRYUEnBwzZmghwff5P60iHO66/asDP5z+13hYkXOHAixQ2P3zkwB4+y9rSXYmnUPyGawNz22gZ2MPoTKNUXMi5LIWoHjt5ubzVHUVRQ3Bop8DEGq7EyO3ATbdjmZvJJcVcFtV9gRrn1hCX1Mf4Yow04+cTij1BsbTCzHeF1MJX0XoqAwVA2y7AGAFFqIjBlhG6ePdrMvgLRq3S0XoAqzC9i9gsKLVURJ7nCtjVs9SP6xGnhRhsNId0OcAYRdgfQRssHaoCD+K4k1ExVWEmq56UY23GaHbFSu4ogp0fNNEWbOG2isuQOvt9nb3nnw22ZM+S82E7VnJ21LJbHaIOkjRdY799mRuOKOPjo0p7jz1Oe/vTS82edvzPjMvv0RnElSNEBgJDCvNtGnBA0oATE0T2ydsmcT1mJvnFcNQqKhUZEIs5bXm1j/pRF93GSwrCblOCOcPTCVFC0P9vtD8GKSWQmhcvnE4dsATT0OZPB7Wb0HftJ7MrBrxnnSPNzPictkLDPSAWYfvHVpo5A55Ru5uP3nFsQU76ig49FD5GAaYbkDAQCwp91kGAVaxEAIQuJ8Ag2UNDqMidFkAnTyw2dgodlQ33igG75WV4r1XUSHgyLKGLiq8+FcmmGkngW0Err8ePvVJ2NIKP7wBymrgrRvg7rvl+EP2gi9cAq88DPvuDDXVbLe4Efbd7WL36spwRu4gba5p+cFLPWcBVQBjMQm+A/9xI3dHrJxvVqgooo5Ktbo78G648dBiJzuH5fen8XtW0zC3nNb3enn9+tfZ59J9hgCsd24RlfHkA+qwTZPupkGqI6C6DFZGylYNx3at8WMw7jjYdA8s/zEMyqJnMHwxza/dwYxF71OV/CGT5x7Kvqe1UNO9lGjf31CsfvTe5cTqqzGr9gN0j8GyFRcYBQCWNUKAFbST9BisIs/Q9scpxUqNXEVoZaH1aVERQpH2H9r2WrxGgrduugs23iHxw4ISDG3iSrszriSmQ3gYNnWHinCH/NdFLWCwnMkxEoFIVJFQAe7AO0IGK/+Fd1QlmYzkHPv859F6u8lOmELv8afT8dUf0X/kJz2vmZGLHXAbLzBoVlXCMTju8lGouiIUvwL7XzodRVWomFDBAd8/gMZF+fY/lrty0zQI1RS/ZjHRNLAduyEjJuBFVUATtZtSLIlu4fmWGVAR1gqzkFkPVi8o+avYYWXUwfKdWursCKgIlcDko2ieoXvsnptR+7rFi9BOQqZHIqS77EZ/rwMOA15AhfUpZoO1bJl8B2JFSUJjN/KsYzuiqsK+6Hq+uqwUiCg0stbD/q26EmS/PAbL8A9yQeDJJ8Ptt4sRHkgdVDVwjSADm4b0AJg9kFztr6IBPv5xWPsGnOXkC/zWDwVcqSqcfTx864sCWo44ABJllOxLbh1cCU4SoZD/e1sAy731PI+7IgcEy99WbkYpMbD5H1YRBl32g/fV7fT1SAPEhYkiXA9VBQ4DVtDpIJ/BUhSFPf9vMgAv/PAFBrYO5AGsdG+aZXdIf55xmDC/diRKNpxwqHoKbBmd8nf6idg7dr4hIFCNUT75UN589dP0diaoadjKKZfezITRT1DWcwuq1e/F7arYehmJTRfC6hvEK8+2sZ38liq5QDLmkQKswPMajsGy/HyqnorQzqHm2hnW7i7ZDG9eDNgw/iSIjS64fomF4gTHA3rD7UMX8cVUhMEAo37hRSq0A2DtkP+2lPAiVDWFSUfPY/T+07cfYJmBFz6Xlbxqf/2ruJ/39JCdOpP2S6+h/9jPkp63CBih8WR+TANRnQ0u8W2fQAYbRQE7x+jZMfa9RCioOcc0st/F07l4wymc+uSpTD1s6tB30mHeVN0IxLwJXnIYBstVD+plgOqoVW30mAOshgNYqgrpNqd8BWbuLmxKYViCkbyCHsBaLsAiaAOhBO5BUeGM47Erygkte5uaH3wFjRSsPRkenA7JzYKyFQWySRgMhmtwn1VhfRw1ad9SSLbBUmfimzrVP8TM5sfesU0/dtP8+U5+xWE83CB/ogV/Ne6mcCk8PshgFUb+dkFkNJrf3oV93spCzzIYWCHhPzRNQGhwQoiE4Yovw/SJ8ruiAq79GZx+rK+KLxV5PCjBHFSFtni1tQJGY7H8/QVS1Mi9mBS1bRtOPgQqwmD/URTocZwOElP9VFsN++cvANId0P2WBOOEISpCgPknjqFxYQ3p3jRPffupPID1+vWvk+5NUzmpklELKzFi4pGaraz10ge4AEtxmWCA+ESY/n/+pWKixp/xsUX88btn0rVVFnLJxJH0VZ9PduIFsPgvWOM+hYJNaPA1WH09vPgZaHnCA1iKEmiDwgVtKbFNOXbLw9C5xN9XKJ5TCCjO2KpmNqLlmiDVPPR4V9b+GbrfAa0Mdv5psQo45Rb0s9Efl+TxA+uh8/WCc4qoCAsN3Av/907dAbB2yH9bPCP3Ahd7RfEnu+1msAIvfy4rqqJzzxUj5/nz6fvOT7DLEnmnjEjH76bxcKX9Lmj7GbTfVnBPtoALRWHfr0zjjIcXc/QvZTUbqzb8KMkF17QdYKhozsRuVBZUYDgGy2FljDJQVPSQTvWUCqonOfZGwYky+OK70fRd9WCkXpIpK8pQt/iRDBiV8yV6tZ2G1Ap5vnmgI8BgzZyC+ejt2OEIxsa1aM33QnaLTEJvfws23QGDT8mg3NvlXCAIdApVhIDVL89/yxoJ1qmqArBsG3Ld4mWZ149yQ+/Pve9tASxPxegwWLY1tM3A749BBstthzFjhL1KJPLbqbDPZ3pkMipM8pxnYGwJyPrTD+HUE+DWW2EnhxnzHl0BOCy8JxgeYI0fL8bspezTCmVbr9X2Aqy8iWxbIQH+WYarBINlFzBYLliIT4HJZ0DtYpj+pfxzM93ORnEVoexSOPRH4kK45IYlNL8p72Q2meXlnwlrsuDUBWiGQbhc+lwu5T9/MyN10owAgwUw9TyIjZN3LnEgAAuPHs/+n58LO/+BgV1fpGv09fTVXYoy+yvCyM78Cq0Tn6W/8kzscid59JaHAgDL8k0xRsJgWSa0/gNeORPe/TY8cwT0r5O2zPZJWIbBJjENsHy1sWJnsM0BVEviBiqZLv94M7Cw7Xobln5ftmdeCLFi9nuBkCVB0WMw5ijZ3nhH/n+FDJaV81WEeQzW/74N1g6A9VGUEpHci6oORgywAi95X68YCieTsPfe8OtfY0XLhpxi5tj2AK/r/sRiDUD7/bLdvyT/OMVy2BsVRVEYv3s1oTJd7q17GYqrchvCYLkAy5k8yyZCqFpSZEDpFbWmBdRVEW9Q0EM6iuHUt9C2yBX3ntPt8u1eK/jf9jBYigpjjpTt5Jvy233GiuLX07Hp0GZPJTdtChigpB7wy9l0Fyy/Brb+AZKvQU+Xf55dZCXq9g138nvHYa/GjRPAYPZArhmym/LTvti5ocFFXfBSzJPSvY+uu6D1KjD7AqlBAjZmxeJgBQMZBvu5e53hAFbWMfTXqsAY6zNShbndACaPh3M/K94YhWrVQhWlK8E+EQr5bRJMQ1AKVG3LBsvdVQygFwvgOqyMUEU4uEVSxuQlvf5XSQGIaHpYvqt3gcq5sMsvoXxawSmDBWUMZbAAJuzVyPxT5mNbNo9/5XFyqRzv3fYe/c39xBvjTDlsCkYshB6V55VLWmQHs6R7017CdNVQ898NPQZ7/BEW3wYhUUMqCiw8opaqiZUocQEjqq6iqwJaFNXG0utJVpyEPfE0KaflCWxbwUaTZ+kCoW0BrFQ7PDIfnj5cWFgQcPTOtyT0RWqrRIBPNUvuR09FKO2iZbYEys+IajzX59u95QYlir6VEc/NiZ8eWgc52WnuIv1s3Cfku+mR/P2FNlgdr8m1Q1VQEbChLTo27wBYO+S/LYU2WMVAlDsAjwRgWQV5o5YuF8+rmhr47W8hFiMbWPVVjYujKAqJxvhQt3BXPIt7zZ9keu8H0/Hoym6V1ZdXXz8JMK5RqJWD966Apw+lbOlJYFt5DJZt2d7g5AEsVRObjlCle3PF66dp/n+akT+A1NYIOxL0RCuWQDfdId+u0Sb4z2akYRpccVeDgw7AUgLAwVMRynUVK4P+xU3wO1BC6wDNP98doDr/DDl3VavK881kYOMmP3dkIF0MlgXvLZefbgJfNZDxO9iPXBsskL7TtwbqnbAViQDLmcdI9UPbL8TObODZ/NxragFYsG3yAo0WMlhBCTJpQYBl2zKo53KgVUK4qrgNi+dl6cTBymsXpeCb/H5QGI19yhT5BAFWKVC1LWA0UhZrRAxWsDA7/3eqHXqWywSd7ZP/t5W6ZfiLFd8dXMD1vC3et1oUqhcFJuTAuVY2j5UBiqoIZVPhsF8cRmJMgu513Tx56ZM8f7Xk1Fv0+UVohoYeC6GHxZDdsmzaV7TTsaqDzIAAE8ndquRfK1QFiSkBFs6Wd1BRMCJiAxapCEOu36mGgmb3AjZ2pXNfvcuxBzaBYoj60r2nbRm5L79agJVRDmOPhb1ul4Vj7wp46VQBqP3rnbIy+DaL0vckGj3YSkHOQreNl14lgV7D9TDvu6VZtFIMFohpg6KKN+Hg5sAfBSrCVicER8MBFA0BEZQdKsId8l8XL4bTMCqL7WGwbDP/uGUr5Xv6dO+FjFbIZBJJhIjWJWicWUGkKpoPpILiTjKuitA2ocvxznIGgTzdvauua78dXjsPVv5KBpItwtDoXf+grOt3eQEEZbtAReg3gHPQSBisghAGVZVy79uyLfIYrNpAuYVG/CMcMEYdDEoIzHbofVRshsBhsApUJN1vocR7wcUolQfC3nfCTtfAXn8BNQLpVdD3qH+ebUNXF3T3SJDOoNgOwH7XAVjTpgmTM2tWiQEvwGCl2yDbDWq7AKxSjE3LnXhOBYOv5U+WwVhe6U5/xQ7ehOZUdGhVStlg5fqdfo20h2Hgp5gKvhN24PzC6zi/I25YBCsfPBWC7kRC7PBGAqr+GSP34Pnby2BB/mSa6RCmKNvrg9phct1t+1K2TP5PHylgIOg96t7XVqdf1uwuquJikb9zhewVRVWEzg+iVVGOvfFYVENl43MbyfRmGL3LaGYeOxMAIxZCURT0iHil2gUgegiDladWD4a8cQBWWKFhQQOVY8N59VbtHjlUTXgBU9Wt/xBPQgVhnvrXFoDHAtCbbIX3fy3bu/4O5l4GVQthr7+CUSFs1BtfgudPELOAbMDWMuwvCi2tGlMfVcCCWhJ/bPnV8nPWV2QxWpgjNFg3KL5QDNf4QUmbHwu0V4GK0I1x1nBQQdE7GKwd8mGUQhWhKx9YRVjg2r7CAVhTpngu4eX1USobY1SOL8+PGu1uByce8G1SXBVharkEHNTjMOEk+a/tOdjyoMMEZYS9ab8T2l+EdX+WgUSLwLjjpQ5tV6Gk/JWSbdkotuWoTAoAXqmEo8H2UZz286KKFxnoi9kWufsyRRgsJTBh55W5DdFjEJ0v2y2/gTWfkpAPiuLXx73HthfkewXwQg2M/5ZMVI0fE6PhiZ+S/7f+CFp/DFt/Cn2vOM9YDagGAwyWbcN7AWDtqjPy1HwBBshjm4KTYl9xEGHbsPlGf396DQxsxBtMqyrFYD2REMDmOh+4AUZLqeiC1wgCLNOEZIek/LEdcKTrAaYkADCCzIpe+Pyd65a56nG7tNq4WHT1wu1t2GCN2Mg9eP5IVvyFC7G8sA1uLLrcvwZgmYOw4mfiXdv8ROA6PttMqzMZ1+/t/FlkMTREPUhpBsvZnnzwZI679ThJvBxSOeqGo7yAo3pYnpse0bELwJnEk1Pz2zI4ngRzv3pgKyfnOOwVehxQUFXXbEPxnFeUtidl8aQoEng10zWUJfSiutvw1tdEDVizOzQc6Neh8RBZSI39BJTPkn3NjzjG9H+HV89DXXo5OWMS2fBsTGMstppwQJc7H+Rg6ZXybo86xC/fNoe+X2YwanyJfuaGdQgCrCCDlRuU8RxgVAHA2mGDtUM+lFIKYAUlmF9tWyCrkMFa7riyT5kSuKRCrDKEGjb8ycQIbBcCrPp6CexYXy8Ty4ADCmp2lw9A61Pw7uXwytmQXgmdN8r+xkNF5TXrEtj3PphzGVZkPAo5tK6n/Wo7DJbEryoAWMNNynKyP6DqBQArzzXa2VdsAnVVhMHwEFHHi88FmCMFWAC1n4TwLNASYPbCwEs++wcBgCXqD54B/jQIoQa5T3dinPo5qHJUhql3JJn0hnNh4+/IG8A8oGVCZzesXCu/Z86UezDTBaDd8dIM2mAF4u+Q7igOLpoegsHVoEQhNEn2bbrHb5vaGgkLYRj5k7un5t2GitC2ILlG7MVAwlM0b5J8ih3ORGYYsPUZsTFy23PV9fDQbOmHgJfHyQVS7r1HSwCsUgFWS21/ABVhSU/dsjK8YKXblCGGi4G/XICVyd8eiaTaxFA6aLO14XYBEAAD6woua4rTRPcb8rvWAVie6jboaDMw9Hp573iB04kjkw6cxMl/O5nPPvxZGuY3eEBVdZ5tpCKMoqjEG+J+ObbttHNwMVFk27aR+FaKD0azbv+qAKPcT/hsAY2HA6BtfRCsVGD9lpV2cg2/QYDIlofg1c/J4hIFFvyAIQb+kTqY+01YfDPsdoMY4ie3wFtfh87XUNb9iWjv3Xi2i4oC8cnyceu76S7ZnnVJ/vsdZLFSbaL6c4FuqX7oBiZtfsJnHd3naWVkMWhlIDpGYmAFZYcX4Q75UIpngzWMijBo+5QpGDCbm8VbzJVCgLXCSWERAFie6LoPpkIhfztSoOuPRMR7KuLE5Bpw3HTrFkPlAp8NARjcBEtOB7NTBow9boR534Fp5znskIkdFqNSLbnee5HtXBbFzjjxqwommlLpGoL37LZPoYowyHB4x+hD9xWqCG1LXPKnTw+wHtsxYJTNhlHfgPpT5HffP4auqrO90C1pOliuiSPC1q3O4OiyZwaMPxfG/ASqToH4/oAFay6H5JIiDJYJr74rv2fMkHtoe1SA75rPSj2M0aA692QlBTClO/IBUaabvPZWVfn/zYvld8VRUCaJvVl7o3/9YpHGy2f5k4IyDFhWVVE92imgXwbzbBZSzmCfccrre1lUz699Qex/zAy8911pl5W/cvpDYLiMxaQPqSrEyvzrl2KwRgqkhlPtBee6bTFYkyZJkulSNpB5UqgitIZuB73LRspgDW6UfucaTlsmrL7O/9+1EfLEhJQTnqF8FkSc90Zzxg4v1hr+ZB0cJ/IA0FAGC0BRFWI1MRJjE54Bu6IoKM7zMaIGdbPrKR9bDhS0TDFQNWTbZ7DI9ol6HMRWKtoYSNWTFePxirko5gDRvvvlv2w/vHGBBDF9/Qvw9mXiXPCPA+GZI2HN76W83W+AUQcOXVwFQWbVfDjkBajaWX4nZgBQ3nYlWmZjoKkUf85oeUzAa3yK2L8FJWgXNqyDQUBqdoVoo7TD8ydLGa4JiJWGTY5ZSOMhQ8HTDhXhDvlQSmGqHFcKO7A7GaQDA1cmA01NkqvNFTugIuzqgXbHRmfSpKFl67qwUmPH+izVxIl42aFdyTNw7vWDaNbuKXGn5n0LppwNi2/xGaCqhbDHTRAdJd4mZRP8KoYl75iSafGCe1rpHqc9ogHQ6VXYv7di4qm5VL/exRgs978gYC1ksLzIxObQe9+eFZnLTNZ8XFQK2Q2QXCWD8rpb4NVz4Y0vA5aAj3LHrXrNmgDr4Fw7bEB4BpR/DOougcoTZP/WXwxlKGwLXnEmvr33hLbfwHtnQudrgAldfwF8A1+xe0s79iRr4PmTBDBhiQpEATd4LKt+C70rIVQLlZ+Esj0FqHW/DRudlXQeoxI0bvca0f2zSJupMpC7IUqsXunjGRcwaFLmuu86l0pLnTbd44fZGNwoLJbLYNmWlDVpstijhcOOOlwbaoMVfC+CdSq2DfLOVFYOZXw/iIzI/oqhE1mxPHhWAGDZIwBYQYbJfVYtf4eBDT5gGtwc8JqzZfJNOv2sZjfnZCV/QgbH6capg8disk0VoRziABzLxjIdgKUp+cc4IKVqUhWgEK2ODilnWHssV30+sF72hWtFxa+XoTjjULY/S19LP/b0LwIQ6/krCja8fSl0vOrcsyopap49VoKaGpUw9hjY+y4JXdGzzI9hVQxgKRqUjRMwtu99cMCj2HX7odqDVLZcBLblM6Auo7X5fvmedOpQu6vgb7NgjCg1jqm6GOBrEWh6UIzn3eef7YUNf5XtiacUOXmHinCHfBilWMTqoFg5YRNcgBVksEqxBi7AWue4944Zk69+cCcEXZdPQ4NvX1VTkw9ACg3ee18AbIhOkZhRiiKB6qadC+UzYe/bYZ97YfffC8MFYhelOACIAMDKtnqrbTvb69QpPz6XyDCTMsgkGpMI7l4AyGI2WPX1EnyyosJv9+EYrH9GXIAVqoJqUS/Q/XdY9RtY+XPYfK8EBQSo3QumjJPt1av9icxl8sJhJBWQU27d+WDUCGhrv8+prw0PPwu/vhledcrdtwU6/yTbEz4F4UnCDnXdJWxC0PbHSkvE6v618P5vZJLI9kFuM6RXQ65LvEABpl0qxuZaOdSfKfve/6W0oZcPMTDxB8MzDGfkXlMDEVWiyeu6qFazWcg5k7WiQvc9MLASL7jpuj/78X8iEtGbtTfl22DpOsTLpVxFk2Th06YNZTInTBCmthjDCUNB0JgxwgwXmbDy1IGFjoz/lJSwwQqmSgqCbtvMfxbuOd3vCYACXw0YlPW3yPeYoxybJAtSgXABmJBy2FfXOBr8mGheENjgAicwBpUycleKAyzX/kpi6A09PlodpX5OA2X1ZUPLL2bkLhWSL9vxclTDEPVTFFnx6diKwcBABX1NffRoR2LrVei5zUQ3XSEBN9WwjHV7/slRm9kStPOAR2HPmyRkS25Q7LCG1CFYL6fP6XGJYaWFYfc/YCkxwsmXiHX/Of/YVKuAO4BJnx3KVAYB1hA18TBQon4fWPRL2d50p4AuRZMUPNkeWSg37D/0vB0qwh3yoRSPwSqhIkxuEWZBdV7QYgArKEGAtcZhtgrVg246lOFW3oUAxJWUk9Q1scA9MP//UKWsxNRwvvs+eMyUHZZUF2pmq69KyDj2D8UA1khUhKNGwaw5AfVmEQarslKCbrrpWIL3WWjk7jEDqoARo6L4tUuJF/tKhQbHEaD7eT/OzPTzYc5lMOcbMPUsmO1EW3/+eX+w1EIymEYiPsBCE/upid+Un+1/haZHoeMN+Pkf4R8Pw+kdcLECuuPhNe0K8TCq+6RTj9sht8WPnh4OC4hveshtUHjn27DqOvGExIYNvxOWLzENxp+G119rjhX1RK4fNt0bmPDdAb7A4Hg4e7rKSpg4RhYTug52GpK9AYCgQs/fZHPOZTKh5QbEvkQNwaLfyH+9y8ByWBlr0Fk8uHZ0ipN7UWOIfVVNjbC4QdnuSOtDZbsS9W67sIIdAdu7kucUTL7ZXgHU7qLCCwLqlJPtF1YQZPEUd8aPwQ3ghgmxsj6TncdgGfhG2OnA+6f64Mv97ckIGCw3xpWmlmS/9LARALYljNzzMisUjG2R+rz/VSNGLjwLS5cF4WAX9DVcBoDR86wcNO08qJgFFXNgn3tg3uWw79/ASEjohP61Q5+NW/88Bkv366CVOWElJtNbJ+95RdsVhAaf9++h6RHAhrq9hQEvBFjWMABrW8Bn7CcABbrfFWZYjXge4Ew6jeK2qDtUhDvkwyiRmAzcpcCOC0BcHBZUEbpSyGCZJtz8APz2dtnnxkJyZfRo2efk8ALExqI/YMhaLCI3gOro8yscxqWU4bdRDChJmXkMFhbkktg5R61RLEVOnkFLkZWSO4AFwzsUUxEGZQiD5QKsAgZLNaBynnj0bY+4k4kWgso9QauVyT7XD5FGMXodd6wko9Xj8JljZeB7+mlYtcK5dlgGXk2DqoTYgnnG5MdC+dEIGLoM1l8G55lwFjAf2MnpE9VnwKhjnO1DJEin2QVrPwnWyz6Ts+UBYRPLJskn1QrLroKNl0DfE7DhBilj7neknT31XxhmXCjbm++TlbobJiDZIp5R6WAoiQIG651vw9318NLpokZxV/oh10ZsAA9EZLdA+n3pR+NOEHA66mMw9fOiVimfKhMTQM7xYLTTjkrQBcgBxnhb0dhtWwKpev2r0PlihLItI/cPUpgrXjTxYQBW4eQbnNhzg746D6Tfb75P7HbKJkDFXIkfBZDcCIrTr9Nr5dloZQIwwJ+43b5vBgCWovqsY/BY+VF0eyQqwmJslne9Ytv5CTPJE7fvuEcWyc/aH/8kvbXfkB/ls/Ij1utRYazC1X4/NgcL7EBjfl8Mgj3XLCJUCRUzvQXBYOWpJOMfR7EzVG0+A1b8QrIabHGCu074lGMW4j5jt3+7XqQ5hqrvtgElIrV+0ueWv8sCv+MVQIHJpxU/p+g4uwNg7ZD/tughmeTGFiTm9IyBnZfTcJmWbXgF2Rbc9yRcfwdksrD7zvDpgsi+ui5u9MHUF5kOyHT6A3YpFaHL9EQdIFLMaBSGGqqDt0qzIwKw1Gy73F+mA2wbW4kWiYFVcI1SrJ2UOPSckQAsM+27aBsVsqIPGqR+kIkxVAfGGAFsRgji+/j/jT0qX20Gkvj5YwfI9g03yrde5g+8DQ2ikvLUGjbUfw1iC2SSsxXYGZgL5FSIHgVjLoDa83wGQy+Dsb+Bsn2AHKy4BnqXwsAmWOuoEiedAh97CWZcJElvzS7ovAlyPVAxGyZ80mk7p101A8YfL+2WapFUG32rJJXHK2fB29+Ev42BZT922jMAsJZfA+99T8I5rPszPLGvY2isQLjCiW+WxQMVfY6HYP2B4oFVORd2vRZ2uw5GHyZt4qp4Mi0SvR4gUuW3YzDkhxZ4tsXAU7odBtdBzunz28NgbY+R+/bIkP5sldgfPGSYIJ9uvw+W57IVY46V9vEYrI0+SBp01INVOwfee7ctHbbQSvv1U1TfPgsK2Jvi6sKSKsIRgadSYKtAXe3FXgsV2Ao6bJkjsZqYB5D7a77AwK4vwKEvQ9l40Mudfleif3hjeKWAUY/JC7KjQ8c9RVFAUelq/BXp2N6o1gAs+TL8bRwMrJX2rNsLut4Ue0kItP0wYTpGMp6NOkS+mx/343iNOcp3Vhl6kx/sOh8i2QGwPoqiaPkTlre/AGDpRQBWsYF7xUr4iaOvP/MTcMsvJTmtK2qhyqaElPKQctUKhrvaKwBYRqW8+MFwB16ZMrgp4VpJN0FO2I10pwyiaswbVPOkMLheoXgG6cUG7RITT5Chc9krRfWNvZNbCsrZTtEMsVHSHEeCCce7FZOBakgoCuDsz8r3zXfD1g5Z7QYH3mCMMMuSgXr0pXDIM/BqYOCrORr2+ibUf1rq7wGsMITGwJifQuXh0m5vfkU8DDNdonIbdzxEG0SluPhWGH+yJPCd+nk44HGnjS3xPgSpnxYRg16AJV+Bpw6TXGupVpm4zJTEA+p8A2/i61sNb14i27MuEfu9TIfYgWkR6dvZ9cJCDb4OLVdCt2NIP/4k/1nnMTeWn4Mt2wpWn7SZuxhw2x+kfEURp44JE4oDLCvreDa6kbU/DENwCS/C7WGwguNGIcCyTFG5AlTvJN/lEuCTtr/D2uNg42Ww9VrnmN0DJ7tgpQiD5aqKK+YJK1Yykrsa2CyhIiwFpEZi2F74DN2xJZgiy/0rwGCFK8IYZf67aJfPF29DVZO0QNGG4u80+AB3SHy/IirCYqJG6BhzEz2NPxTWzI27Vb/fUON2d2HrMViu7WbQXGME/bjxY/K9+V4x3keRMaCUfAQYrGGewA75nxXvJbOlkxZO6O6L4jJY2axMrnm53gID5k9+A6k07DIPTj+WIQCj2ERSmH4jeFwpBsul0/PAj+qrE4qJe6+qjqk3ouc2C+sRqcO2bSw1WhxgyclSt6IMlrtKDtZ1GwxWba2UVVEB/U7U81CN74HlUvylBs1tSWUl9PYKuDUMGLcTqFfLgBxtLF7uwXvB7FmwbDmc/U14+qWhK27PvsW9L+f/27uhEzhoOpQfIftsE2G8soADhOiXcsZ9B8zVwjaBsFW7/FomDRA1R6oVZjsgKNIgg3ffGkhlAEvURa7N3KRThb0yUz4I1xOw772w5g+w4S/w+hdh8V/kPzdeVcOBsNPVsmJ+6mNSxqRThd1qfVJiiaXfx89/p8P44/x2CAZ1BIg5DFZyC0wc5ajfA6qfQuBdXT30OXjigDDDiZekj3wI/rcZuZfyIiwKsJyF2xD7nIzEWoo0wPQvOobMuow1Vkby4YH/LlfOw3v/yElmAYDIfJh2AQEdqHPZgCdhYeaCQrvM4Hnyw699gEEys3J/iqaUZLxGFJqhEFzEp4GWlbYolEBTh+Ihcqkcmf6MU2SxhWABg2+mpJCSAKsEsxY8RHEi1athUjWnU7HfVyT8w6Z7xLGoUFyA5T5zz2EmJu+GbeUvREtJ7WIZC1zno8bD/HermOwAWDvkQyd9fRLDShmAqJOmIdcjqw2ljLyIySoyWViWsFiRSHGw8bwT8O4zx/nHB6WoHUmRckrZYHnedpX4FXNkW2yPM4goqo5pjBGAlWyGynnCYCnDACxFddpiGBVhMbVDKYBVVeXnJywWxX2k91RKKipg3rxgQRILx90uVq5qw62/g70PhRdeh2uugQsCNg+Kms9gAehjoKcMWjvgLyqcdokYpVqWqAls3R9s9TAQUIUe/pYE7Mx0CfOjx33GTIsIg5FsllhTtilg2Ez6Xn16rT/BxacIw5XpElVz3yqonC+s2E4/hi33i9fV6utg/Al+gNX6feW70YlE3foPSVzrMitpB/xW7A7x2VC9m4A/N6WIBzCc9ggCrHhcJvtiYSJGpLZzjhk/DqITtwtg5ZXyr1QRloyDVaSfa1HJF1qoIuxcIrY1AFufg11+JSxVrk+i8ltZmZAjoyHbJfHs9r4depugMwrpN0BvgMTRjs2iC+4KbbBSfr2GfY9KsVD+ppV1GCy9kIEvAbaG2GY5ALGwHqHy/HhowRICDJZmaITLw/Q19TlFbgtgxZz3L+vb0Q7HYA0JTRO4jeAjV3UBVo2H+eOWd6zhqwiHMFjGEBuzYUULw/6PyDsbGwfR0XIvllkCoO1QEe6QD5sceaTEp3ryZfltDUKuBbLN0jkLY9y4hvCl7LA2b4aNW0BVYN4c57yRAKygFDBYwUnFtn2AFXJW/qVssIqJu0rTwpi6o8px4mDZtgJKZBsMFsMbuRcFeyMIt1Bo4J4n/6rXrmDwLzb4WFmYOgauvEh+//73YFQLsxZpEA8+L7KyO3GF4fV3ZXvKOIk+7/5vOzGIXNViXlJmVeL9jD4cxp/ouOJToErAf6a26QewVORZoZWTF+pBjwlQq5wnxvuJqTIhxMZIbkWAZT+U/HbtTrDa+GTf7m/e92Qwd8FV3ZFgjIPozjDnh7DfH2HeuUPrJRvyFXX61aCj4nUnHO9+1PzjhxO3r0XC+Ymvt1f+lUbupWywCkMxgBhdw1AGa3Bj/vaSr/jl9jmZH8pnBvqoIn1k8jkQmQYVB0JsZ/k/1SJq9aB4DFYm3wO0pBQ3VFcUxRsPcmkBDENUhKXatBBIFYs9tQ2JVkeJj4pTM10WXkbMB+quyrLoNUDArbcYckGOXvr44VSE3jGB7byyXNXrrMD4MJyKcIRSt1hMBSac5DsfFcsMEAwRUipC//+A7ABYHzVxGZQedzXuBvLL5rNXIC9MsVhYQXneYQWmTpC4PzB04B0pg1VbKy7rQbf1XJ8/WBuV8l2Sii8i7mSnl2EazkSYdAAWEjJgmwBrpAzWtlSEQfFYuWIM1gdUEQ4pp9ikUEQdnBuA4w4Vj8E1a+C1JRCfKMyMEXBMCEZwf/xx2Z5f4C1qBQCWGipRB/Jd6wuNbb1JItCP4pMg5HqRlriXwvOnnet7G75zuYAoPQ7lM/w4TEaZsCkV88QWbNL5MPoHUH8hRCqKlzuEwRov36kWeWeGOFsUAPW+NZIwt6jY+cdup7iA6j/CYBVTEXr2OAUAa2CTfNfsJn2+fzW8fJqwmf1r5b+K2f7xRRkjU/prqlkYSznQOcTtQ7bPpAw3NpT0KAQtJM/ZTJdQEQ6ZxJXi+73QCCVssIpWS6F8TDnhRNj7nWhMoBlaIKBpkWuALDa8Puq0/3AqwhIMllIAOP0fQTAXkcWTavhArTAX5QcBWHkVcVMgmTIW5AUvDfTJojHv/jdkB8D6qIkHsBxjXDvYac0CBivng6Mh6VGcbRdgLZgReNG2k8FyywyF/PQ4rni2NWW+GmB7AFaoAirmoMTGYxqOKqdP4mpZigxYQbuLPBmOefggKsKgDMdgfVAV4dCChm4PSTdhit1KWRQ+8QnZd8stBcUUACzThAcflO3FO/nHWZb0mSDAGi6mU6hC2k8vy9+fN0k4bR+uJi8/GpRup+CAu/M1Ypjr2T8tkvLT7Q4YzAmQPPxNMbAPBfpeuJCJKrBddMuM1AmD4qo0CxmsIFDPJcVrMdebHzfIlWAC7X9G/pU2WB5T4L7f7hhRTEUYKTjGEZfBqpwHC38kfaPjVWGy3v+l/Fcxq3jFFV3axTKHlqsE+7XbT0uAi/wTS2z7AMvLQziEwSrsdyX6Y7hevP202DD12LYkRidomN/g1aukaLHhGavC3yNhsPLODQbDDfTxILi1sv8cg5V3PXccyAnL2bPUf7bBMbbQo/R/SHYArI+ajO+DE4HBliIAK0e+h4jtd+RSK+LnnpPv+dPxTPZGwmCNdIWdCkY7d8/ZDhUhgBZB0VTSZftjo0DXEtJb12ArMvB9MBWhG7MqOGBppY8vFE/tWcOQ1+xfxWAVnRRK3KsWhVNOke3bbxfHBu/cAoC1fDm0tEAsCgtn+sdZlty75wEXHh5gxSeLzVQpBsvLLafkt7Naghnw/g+uaFVY9Cvfw9QNUGkOSJRokJWyqskEogdAnF4QJy4vdIfl92FFEzUjSHqXUnktbcv3xnJ/D5F/jsHyzb3+BQxWthcGm/LvM1i3YgyWq6obArA2y3dklKS02ut2mHhq/jHls4eOC3lJlE3E0aGU3VNgQoZtLFRKq/z0cD7wGBKmYQhTVYLBijaIt992MFjbLcF3R9WGB1SFv0sBrFLYM/he5YW/UMQGE5wYZ/8igOVez8o6DkCWn2LJez8CwHoHwPr3yZVXXsnixYuJxWJUVlYWPWbjxo0cccQRxGIx6uvrueSSS8jl8leRTz/9NDvvvDPhcJipU6dy4403DinnN7/5DRMnTiQSibD77rvz6quv5v2fSqX4whe+QE1NDfF4nOOPP57W1tZ/1a3+czLhFTgW0B1aPgio7FyRQbPgd3AA7O2Fdx1bnAUzPziDNZxtSjCdjDfQlzA4HU4UMI2xZOIHAJBbfTeZlEPDD2fkXqp+wzFY22WDVTM8jf/PSLGJqFTZehwOPFA8EDs6YOXKoce4AMsF1Yt3hVBggLcd9YydKc5gFTXSLVIfrz1cmy+d4qrGUs+tYOKI1MOuvxGX77HH+vvdJMMuM6pqwlpFo05qo0I2QCFfTWj5+/MAViHzFWCwXA8p93eheO/Ov1LFt52SbIZHFsGdVXDfONj8N9lfyGB5zjDuRKrkT6rBhVYyALBAwPWu1+YzuCUZrABAHTI+FTnOY7A+oIownP8+DhtoFPDGoJKM6r9x4jcSoqJ2w1psE2AFFlolPPtKqwhLMFgg6klwVLc2oA5dOG2vuNez0nj9wkv/484FAfD7P6YehP8hgJXJZDjxxBM577zziv5vmiZHHHEEmUyGF198kT//+c/ceOONfPvb3/aOWbduHUcccQQHHHAAb731Fl/+8pc5++yzeeyxx7xjbr/9di666CK+853vsGTJEhYsWMChhx7K1q2+0eWFF17IAw88wJ133skzzzxDU1MTxx133L/v5rdHbMmYTqzJYbCCthK5oWqL4Ris5mbZX16W73oeHFhVtYSx7ggnkPS2GKyRdVF3oBio+AwA0f7Hibb+GjXbvH0MVmor9KwIRKIuUpftssGqLWIL8W9UEZYCJbqTi2+O46jw3nuBUz1aBHI5+Mc/5Pc+e+aX4alxcnKOtg0Gq2S1CwZ+VS8O1EaiInSPT0yFqefkp04xnQwBwdW4akicqsYSYS2CoRrsQH+MT5LNrc8WqVeQwQrEgPp3MFgFxXwgI/e1N0LX1YH4zAAAhnlJREFUEsBhJJd8RTwAhzBYLovrqu5dIBxoI1dcG6xoo3NOSCbl8Sf4x8SnlFhEaf5+V/3sSjEbocII40Vl2ypCV4akyhmiCqyV8CDFAh0X1rHY739WInW+mn1I3y98l8KAUrquw0mhDVZQXDWoa9uox//5+3THxVwgp6ILsHYwWP9Z+e53v8uFF17IvDw3dV8ef/xxli1bxi233MLChQs5/PDD+d73vsdvfvMbMo4B93XXXcekSZP4yU9+wqxZszj//PM54YQT+NnPfuaV89Of/pRzzjmHM844g9mzZ3PdddcRi8X44x//CEBPTw9/+MMf+OlPf8qBBx7IokWL+NOf/sSLL77Iyy+//O9viG1JZIF8V7cXeQFGwGAFpbtbvuNlzsvnDqzOYFhZCQsXChswrGwvg7X9AMt991JlB2PqjahWN+XtP6R249EoqfXQ9bbQz9l+WPFz6F6azzy4MrhJ1EtFjdyHUSkWynBhGkYSM2YkUmwiyjNyDQAL16Nv7lz5Xrp06Lm2DT/8IaxdK+EI9t0j//+gFyGMjMEqWu/CVXeB7ZVXZqDs4IQxBLAWXLdQdREEXXmMZJHnUJTBUmHs0fJf+4tOcNPgOc71C1OYFA1g+yEwcnfDKUw7D8YcLc/zra/D8yfkZxzwooUnADUwyReo6jI9vmrUjf2kOQ4QE0+DxsPFm7PQS01uqAC0FUYJL8Jm/4tVhEMYrMJ+HBsN5dO3o3//G4HAthgsVXdSERU4p+SdU2o7qCIswWC5Y2XR9GPbKR6DlfL35QbzrxNksHYArP+evPTSS8ybN4+GBj+426GHHkpvby9LncnkpZde4uCDD84779BDD+Wll8S9O5PJ8MYbb+Qdo6oqBx98sHfMG2+8QTabzTtm5syZjB8/3jummKTTaXp7e/M+/xapcGxQKlO+msoVu9AGC8Tw3Yb+950kogUqQoCEA7C8idYd4JRhBpPtZLBCNeS9VK6M0F7JW8krOh1jb6O35mJyxkT0XBPhf8yCRxbCAzPgib1hyYXw5P6QanOqOkxdi6oIR3Bv//EwDUUGIXcVqob8cAoug1UMYD32GPztbwJwbroJKiqdcjQp11UR4jBY27LBKlntEpNEnkEz+f3ABYhF430V9EE9Tl4b5zFYQfutbQCs4Co6Md2PRL30quGv70rRfvUvMnLfxqVLSm4A2l6Q7YYDYO63YcrZ0kbd74hheqEXpRYRWzo3pUmht6Vr4G5U+GEcXJCrR2HB98Q1X05yyiiihrPtApvRwnvdDhusEXgRgrBXilIAsLa3Uf+TqqttASxwvP9Kj5slVYRaSDy5w7VDzy9kxPRiWovtFA9gBZ65G0i2MFq/VPafv+Z/WD4yAKulpSUPXAHe75aWlmGP6e3tJZlM0t7ejmmaRY8JlhEKhYbYgQWPKSZXXXUVFRUV3mfcuHEf6D63KTXjwWHr6Xorv1MGbbA8VaEFdlrSlGS6fCNDgJ4e+Y7HkOjdAaYDRt7hS0VKz3T7ICcPiKgltktLUA2YC0+nv/ZCOsbdgak7NiGKJoEiu9+W3+l2ePPigom0WMEfkMEKAschhr3/DiP3IqDEC2ERGAyHA1h33y3fZ5wBhx0W0NiqeJ5eQYNoVfuAACvAWABDcvopRdq5lIokeLz3W833XMxjsLYDYAUBf3yy5FIEiXgdTDZdcqIfxnkChgf2peSfnWNa/iGTWHS0JOBWgOlfELAFjt2aY+AfjAWnBhZYhQBrwAFY0VH+dTy1YqHdYjEj98BxQxaAgRseAho+mIpQ1VXPs9gL/DlsmIbtlH8nEMhrA/Vff63EFEnIPeS6eoAZVod6Bn8QKRUI1TV4h4KxYgfA2i75+te/LoHfhvmsWLHiv1nFf5lceuml9PT0eJ9NmzZt+6QPIlVV4DZZ11sFf5oCrNb8UZicjtecAS1gb5Ju8w8PAixFJw9gbWty2Nb/6Y78/HyRgA1Wnupr+1SEQTGNMbRNeIzc/s/BCZ0w8yJoPFSiCetlks29803/usXqXFRduY17s7K+B1uebVmRMv8ZKbpKD3yH6+T6wYnPVRGuXg2pQJDPzZvhzTcFJB1/fP4z1jRAc1SE7j7XcPwDqAihgBnU88tSi0y2LoNV1LakCBtiBEDl9jBYagkGSwtD48FOLCdb4juVvL4jw9lglfz/3yxND8l33V4BIGuKowD4AT7tQMiEYmoo9xiAgQ3yHWkExZB+56W9KrTrKhFfwi6hIhzO4WWkDFaRfumyWKpeZPLe3vfzP8pgbaP/jqiMEtvbEtcO619hfwXFF0sgNllB+8dtOb18iOW/mirnK1/5Cqeffvqwx0yePHlEZY0aNWqIt5/r2Tdq1Cjvu9Dbr7W1lfLycqLRKJqmoWla0WOCZWQyGbq7u/NYrOAxxSQcDhMOh0v+/y+TqipYCRwCtL8CtR/3/7OzMvlvvEMmr1W/hem/z7cbyXaDHZLO76oIy9wAdwFbHNXejpesCCBxDVUzAVVaURus7VQRFl5Gr0WpnQOGBjv/xP9j1CHiPdW/eqhRb37BwR+ljwuKx24oMtGkmgvK/DcauXseN7qAgsLVaEODOCx0dsKKFRCL8f/tnXl4FFX297/V6SX7CiQBAgmyhDUsjiGAChII44qDGzKjKMrogCCDCzgMIKj4Q1TA3VHBBRWdcRtUhgACChGFl7AJYZFNIASBJCQha9/3j1q6qrqql6Q6veR8nqef6q66VXWr+lbVt84591y8/bajt2h2Nj+QtN2usmDZIblxAJkrqBEWLID/X6VkiToWLEssL8A5C38scb2133o1LVjRjv0oRJU3FiwN60byNUDZL/zwO2k3iysptxEWxcfxaQpx+Tw7eMuw56jbuddB7qeFDj2tBivnawos0Yqg45ZSuwgjUvgXl6gOssIaAfH8RlS/xXNcr/PioFUPN+0tPIW/z2n0dguzhaHuUp0jR15TLFi+DnJXbNtNDKG3m/OmrtZ4/vngzfA4rtCMpWR8LKMpRqwgHL04SWB5RevWrdFantW7CeTk5ODpp59GSUkJ2rThbxb5+fmIjY1Fjx49pDLffPONYr38/Hzk5PC9paxWKwYMGIB169Zh9OjRAAC73Y5169Zh8uTJAIABAwbAYrFg3bp1GDNmDACgqKgIx48fl7bjVxISgN0AqgHgVyBqBxDRT1ho58cME91XpbuA8h0Ak/XuYXagoQIwx8ssWBFQuAjFbbls8O7cH6LFTBAjTexFCPA3C63gX81ehGK358pjjv06uSectiRM3RybNHh1PG8R8ZmLUL5N1Zu43j44jrdibdoE3HsvsHOncmzJ66/np4wpBRYAWJIBUxUvUiLaOrYHVTmP6qvxoFALLHMknztJdE1oDerLr+D82xLDP2CdclZ5KrDsAKch+JOvAQ68zAssaR1VML6rfGkKF2EzW7AqfgUqj/LnILG/cpmYXkFMbaGwYKktR2JvPuF6qTjq2IaW2AVkx6qyUkvl9XqMurAsubs3RLbTXSRasBwuQtcWr4DBAIHV6OGVbEn8S09T0zNIFVHJD3MU3wu3oUYWcxncFqygicE6fvw4CgsLcfz4cTQ0NKCwsBCFhYWoqOC7RY8cORI9evTAX/7yF+zcuRP/+9//MGvWLEyaNEmyHD3wwAP49ddf8dhjj2H//v149dVX8cknn2DatGnSfv7+97/jX//6F959913s27cPDz74ICorK3HPPfcAAOLi4jBhwgT8/e9/x3fffYft27fjnnvuQU5ODgYOHNj8J0aN1QrYIwFhpBOUfirc3Di+oRaLKSmExlq8AoA6dYOQokC0YEUKDw15bzKvcPEmL3b7tTXRRQjoXn/aAqs7P6044tivVmJF5YaELx64PwGdAHfAJ0Hu6lgWVzdfMQ5rxw7+vxw4EOjUCejfH7j6an6ZXBSaTPy+zAmAtQNgSdG2YDXWRWjScREC/H7c9rrUeahHtuMzxOvt15sgd5E2V/O/y36RhmRSLA+L1BAVcgx2EXrzzCkWRGFCX1mvMAEtCxY8sGA11ALFws0mtptzhZzEpt61o3dNuLBgNeE6skbzYt0SoTFot7fbbU5xpujp10j7SGNdhIBx4gpw/j9FF6S9VmY9NSGYY7D8asHyhtmzZ+Pdd9+Vfvfrx1tlvvvuOwwdOhRhYWFYtWoVHnzwQeTk5CAqKgp333035s2bJ62TkZGBr7/+GtOmTcOSJUvQvn17vPXWW8jLy5PK3H777Th79ixmz56N4uJi9O3bF6tXr1YEvr/44oswmUwYM2YMampqkJeXh1dffbUZzoKHJCQAq6qAmyKA2hNAyfNA0j0AiwXOfMeX6TYFKFoClP0IJNQ5YiAAh+tGtGBFiRYsAGJvMrhzEXoQo3Vmg8PaE57qeHuWcp8ICe08hDNxYHZvLVhHZC5ClcAyqV26su0wu774U/SMBPwSg+VKYN15J/DJJ8DgwcDs2Xwes4sXlWXsdoAJ2zKZANiVMVhOKRXgnQVLkSFfx0XoKXpWE839NjLIXcSWCCT04/NIbZsEdPmbILoEzJGyjiJanTvULkIvacoz5sw6ftpKeBE0WR09uESBVXOWt0zJe3a5ElinvuFfksJTnK1igExsij0TVTFY6sB5+Tx5Oc16NP46ikiIgKWnRZl0lAvjrdiBHIOlNbJEEzBksPDG75y/9kXPgTkKqIEwoLeYLd7S+PtCABA0Amv58uWaWdfldOzY0ckFqGbo0KHYsWOHyzKTJ0+WXIJahIeH45VXXsErr7zicjt+IyEBOHkSCBsD1H8EVO8CTs8GGm7k8zyZrEC3h4GDr/M9iupPAWjPv0Gwi44GLz50I8P5i1m0ZDAmCAwPG7xW8HjFr8AuIQls18l8kHu1zCJgsvBxWl68MWndLHSTjMYJAqvmHN+bMbKd4yFgjtZxL8kFFtN/2DlZsOTHb2TPHxcxWK6sPkOGAL//7vh94IBzmQZZDFJYGMCpBJZIU2KwpPWE21B8PJ/oNMrbHkp68TxaReUWAK1zJBMEWhYsAGh7LS+wTnzGC4ybHUmIERbpyOXj1oLVhFxWYs28uQZFt2aSEMrAWQAIDzJrIv+b1fEvCGLs3tktwL7neetU+p/5XmbyjO9HhXEt298MRZymVEG9XoTqensgFrx1EbrBHK56/EW043MyhTUhVrY5RAAXxp/75nYR+gJR1AIyq6psyBzFS24A1dtDgsZFSHiBOOBzRU+gwyLA2gmwXxTcgeBvlOGtHdmpa47wN2BRUOhZsOT5kNxZsNw9PE78mw9mTBwA9H9BXImfcBwQ04XPPeSNGVyjOroCyxLriDu5eJCfSvm9wviBitUxP4obuifJUwULlvxcGBp/peVK9cCC5bQZjXNklwlok2Cml7uGtWKvmtqLMDUV6N0bsHjrhvDGgmVR7tNpuYaLUL29Xv8ABn3It6GGar43rLg9sxsXoWKe9xasRj8cy/by7r+wCD4RJaBs35yJT6gJ8JZkey1QdZJPQHrsI2D3XOB/VwAXDzvOUe0F4OR/+e8dxogVVFVYJx7NldVRsczVtWPw4yu8FT8wuLc0t2CRYhYNuJf4W7MoXnisguiHY0SEMJvs/Pq7st5DAisUEQVW6UXAmgqkzAIsws0zZSTQ5QG+IYuJA2uP8lPpDaKeFwXqGCyzuZFvjRpipEpIU5EyQsNKxfE5nLzMFuyVBQvgh1cB+J6EAP8Qqr/k5sYlbM9V/EytTgyWNbFxN3DdqmhYsMRz6c1ArFoPCLUFC5x7gdXUIPfG4k0vrjAbP65gVLrreum5CAG+baaPBeKEWLaLB/jv8VlQZp5204uwOYPcfxdGmWiVA4SJLlnVdRchBIVXl/CBxruf5F+CEvoB8b35ceg23uCw0F34f7wQi77MEdPohLoXoY6LUM+CJXfb+2pMTyNpFguW+P81PU2D361Z0gu0cN1I9y1xmCarTFAG4P/thuCrMeEeUWCViW8BSUCH5UC3l4Csp/lutia5wDomlAuX3f/rgbJS/muEzSGwJJrYi7BKyH8l9kYDnOMzvERLTLkWWF346cVDfE6wdUOB3bM9E1guLVjqYXKEshEaQddNQiO4NrwN/7/a2nixGRcCS/72qCewxHbhdtBv+T5lb+FNvsl74SIE+HNkjXNdL9bgcF3otYdYYdzP8iIhEaN4fbgS4RoCq+Y8cKmRg8V7eupKd/HThH6O/apFuCj+q88Av77DC6iwCGDIp8DQ1Xz7Ld8HHBUs4eWC5Tehr36F1NY8Pcu2XgyWQmAZ6yI0jObugdhEC5bfRZUcKQeeRTkVMdn4EQKsSY5hmIKIoInBIrxAbsHiOEEcJQIpNwOJqY4bkzheVd1v/JQzOxo4qwPKxDxYgiXJLEs26lWQu5YFSxBYiq7UXmaIV+ONixBwHP/FQ474lLJfXN+4OJPwsPDCRdjU49KvjPN3zuR9nho9F6FkFRPeLhsatNfp0AG4dAmI8GKAWekhYcQtyAsXodtNyQSW5DLWqWOMILAuFunsXyWw1OJCFB2Vx/iyllhH70zd+rlerIs4gkFClkO0qB9mosA695NjvMUeM/i4KwDo8RiwfSpw4nMgZThQIQgs0ZKnVUHpWtKJwXKXpiEYLFjNLVis8bxrWp5Mt7H4W2tJoziIQkvutjY73NHR6c1aLaMIkBZKGIragqU5nh74HEMAUHda6D0T5nAbsDrgoiCwooUL2WyGw+TvTaJRFQ21jh6D4TILlqfjF+qgGGNLEFYuBZb4YCjd7XigVJ9147rxwEWom6bB4LtZY9NZuNqOiGjBMolB+S4sWDExfHJSr/apurE2BW96EbrdlixmyBsLlgLZNSLHqc3YBREnzJcPU+VpdT25BhkDLggWrPg++hYs0UX4+xa+80vSQCDjLsfytDEAOODcj/z1e/GwsM1e0L123eXBksrpuIwVPXtNOt8DiOYQW+FtgIQ+jqGwvCWQXIROFixZm3TqxR18BGgrJZqEZMEqFy54VSJHkeiO4EdNrweqT/GNnRMaeH01UCHc8KPj+HXFXoQAPErDoPUdAC79BsDOX0ySlUderukWLGsUfxzygV2dSOzHH3NNiSPDNeyydBFa+/DERag3DmEzWLAatRk3LkIxm7LX+c9cYInh3ZgukkF6jpcuQpebEtsLc4w2oNfRQi6wFB0ZxPqoz5dacDEokts2VLmvXmMeiFUn+AzcnFmIldIRWPIM7JEdgN6zlT3qItsBrYfw34vXCjnkILyo6AkndQyWtED1W95RQp4yRseCFSjWK6D5LVhNRNGG/F11Sxz/DBJDJ+QdL5rSmzNACKBWShiGZMGq5G9EJsHtoL4RmGxAuHBTrT7Om2PFN4pKWV6k6Dihqz4nuyCbYMGSxi5TZ35uYgyWbFvhCeFI6pKEuDSdWBuA71IfJ1rxyh3zxfERNXGVRFJAEeSu9eA1Ch8KLLuQ54uTiSzRRWjEcXAmICrNGDeH07abci7kD3c3LsLoy/jy9RdlKUYA/TaiFuV2h4gDvLNg2WtgrilyWEtdIcZfxXVXikWT3OUPoPXVQEJ/PuXCoPd5S4k6EL7Dbfz06Mf8cEAmiyOWEYBTO3Q3FqEiD5bsu9ij2SK7fjXHBQ0AgiULfCBijgDiezrCGhQWLC866gQoAdRKCcMQBdaGH4DFnwPVOtYWkxWIEARWzWnHPAC4WMZPbVbAFukQWFKTaUIMliiwIlJlRZijXCNvnnJ3oCnMBFusTTaYq+YKfEyKmqrfXKzjxoJlb5Blp1dbsAzG5y5CAdFyKVqwAu4hYqAFC9CI9dERWGE2R29EuZtQstpoWKwUv1UCq+GS+56FwqGG1f8GjtUAl466Lg8AF4T4q/gsOAWNy481PAnI/Y5PQ2EWcpGpU5V0uJV/MRPH14zuzIssXeuzjotQE9GKFcaLtsg03pIm1Vd+/6FHV6MJJBehGnIREgGPLOs8PlgBrBcCuNUXU5jV0dus7iw/FRu4aMGKjuTfYqUeYmIMkgEWrIhUx41Z/mAxovuxq9gr+QrxWgLrhIt1dB6eInWljmORuz/VFTSEZnARSjFYenmKAgAjY7AA5/bnKmlrjEYclq6LUB30rhJYYLzI8qSKrM59IRHRgiWPv5LEjFw8chriUp3KIRnoNN7xW0rP4C4GS5WmQSs7t3yYJ5OFt6Cpz30gdtkPZgtWoFXXZIHjLYIEFhGIDBgAzJrl+C3ms3JyEVoBqyDGagWBJXYsFS1Y0VF8XJZkwfIwBssjC1aKrIh4A+YafZNSBLmHebgNuQVLHGC00oXA0n14CoguG2lQVB+6CI26sev2IpRnnQ/kh4gPBZa7IHxxyKWyX2QzdVyETqLc7kjqK+Kpm1BwX3LunpCMAb8X8N8TspyTp6rTIziJSw03TfdHIR2jePzybSh+i1nf61XnQ6vewr5dCVqp3vToaiwBZ7VSY43n2504NmEQQ600FOE4YP58YOJE/neVTvCsSW7BEob7MNkAmBzrREcCMGsLrCbHYKXCIUB0smZ7g7cWLI7jff9iuobkYfy06rj7nehZsGrP81OrmO/Khy5CoyxYWjQ0OGKvxDQN0q4C7Qatrk8T6+eNwErsx08vbJeto5doVMNlKFqwxH3Wuw50Fx+OnKdZ4M/9xFtkzdFA6yvhNICzdKwaggsmbbETcxnQ8Q4AHNBmqHgwYg2VZcOswjlUW+c0/iMxJ5rLNCmq+gYCwWbBCmQXIcDn8Yvr5VpoBwmUByuUiRYsMqJY0nq7tApWpNoSh2gwRQMVws0wJopfT3QRyi04ng6VoxYjmjFYqht/I1DHYHmwBj/p+3/8ILecmR/6Q6yf9k6EL3ouQsFaKAbnNrVnpEt8GIMlj7cKKhdh4y2gjk14kWU+8XJ+en4HH39nkgVrO1mw9NI0QBjD8KJGbzu4dse7O9Tjn/LTdtfzAcVi+5TGrFQPtC07XldBxllPAZ3vd/SkdBVrGBYJ1JcrrXNaLkJNkaciEC1YwSaw5ARqdYPtPOoQQK2UMJwYoYeWrsDiHJnU7Zccwdlh0UClsI48yajCgqWxPU9gdoeFKEJmwVLHhjQCrTxYbtbgJzFd+Hw/4lhsl07yubpcraMXjCwJrFhhhg8FllpYGLIdAUlsqy2XgYhBQlPahlxkuHkHjenKW4caqoDy/co6uOtFKI/BEnMaqQVWfSVwodCR6d2bv4ExfsxPwNH7zykGSxVbyclSsbgaaD0snO8BaldfJxoVFIfgcuf+5IR7jDruS1EmAGOwgoyAtFqFKNRKQxlRYFW6uLGZYwCTIAZEy40pCqisFrYhCCyjYrCqzwoPFQ6wtZYVEVMAGOQi9CQGS94jkDXweatMNv4hdEmnJ6FbC5YQuyYJLPW+jMSHMVgiliQ+JoKTWTMC7QatZQVp0va8cBGawoDE/vz389uEdTx1EcpisFwJLNgdg9861dXF8Z77mb+mzdFA6ijHPgFnF6HCBSzGQrmwYIkiSArSdzFagabA0irXCrCkaCTola8WgAIriC1YJLZ8SwC1UsJwRBfhJcHdp3UxhYXzNzaAvxkzxj9UKoU30yi1wBJobC9CUbjYklTWAQNchF5bsEQEgSW36FUc1duLsIo7C5aYvycIYrBc/Y+2VCCuaxA8RLRcTo3dlOy26M6CBcjchNuUdXEX5M4aHIJKT2BJ+aP4KcdxijKcKyvT8U/4qegelG9fcrWpxk8EZALLlQVLEF+SBcuNixDgs8NL+9BoT5yZH9LLkyD3QHp0BeT14AIfhm4SSgKolRKG485FCPAPUIuQTVse3C3Go8aIGXZVrgR3Qe56MVjiGITiwJ3qNA1NeDOVhsfhOA/fzGQB6+KDR7SqVZforOLGgqd2EfoyBsuXebDky7RcywGHWKdmtmABDoF1Tm3BcpOmQRIcJoe1yCkGi6mmUPU81PkvGHMIrA63y+br9SLUaEuuLFgmtcByUZ8wm+rFyU17c4WYGylQk1AG5LWhhKxWzQcJrFDGExdhmAWwCsn8RAvW6dPA+o38vFZCL0OjehGKWdLDVWPXGegi9DhFg+JGLzzArILlSczG7oS7PFjNGIPlCwuW+j81m92XCQQkK4jRAssDi6oksLYCq/8A/P6jY5nmi4Yo7MVBl82O/bixYPFry5OF6rTDc1sdvQfbjpItUAks0Vok/09FESNmU9dCGrO0QXB1umnnRnW5D2/Dx0yGt3ZftrkIxOvBQ0hs+RYSWKGMJy5CALAIvfkqj/Pd86dNA86dA3r1Aq6/nl8mDZXj6QWpE4MlWrDE9BDqIHcDXIQeuwcVMViiwErgpzXn3azjaZC7ej0j8YHAMqluCVar8/yAvCn7SGB54iKMuQxoczUAxrsJN97oiGdUuAnFOCWNZJ7yMRC11pHWhdKCpSf0jwnWq/Y3KQcFll5khP2JIkoupqI68glULdHa2waEzg/CNuy1gDtXuCLprqqsN+KdM/HXViDFYMkJyGtDBbkIm40AbaWEIagtWFoXP8cBZiFVQ+Ux4PBh4NAhwGYD/vMfIEK8AXvpItRDHIYmPFk534BehFLnJ49SNMhWkN/wLe4sWDK3ohb+6kVoVJB7mOrhb7EYuy+fwammTdmUly5CzgQM/w646RiQNJDP5v///i6kYJBbsMSXCNU2TRYoeu/JrVhaFiz5ANFawobZgRNCegax96B6e+J1FhbOj2YgDvkD8KLSlbiSKqIOdId+27Al8UPfAMIA8yFEQF4P+pDVqvkggRXKqGOw9LAIAqvqGPD77/z35GSgfXvHmHTqIPfGjkXo5CIULVhNdxF6bcGSqicbB1GyYOkILI97EarzYPkCg3rPeWvBCkR85iL0MFUgxwFRHYCrvuDbUOUxPr2CJxYs0cLkNKyMbB1hyrdxh8DSvAR//5F/kbHEAqkjlcu0Yh1N5saJBHkcliexhuFt+ASSsV2V84P9gR/wLx/6kNjyLQF+1ySahDzRqF6vP45z9CKs+R04JwyZk5DAryMmnFTHYLnrRagnLCQXoTqGwrhEo54LLC0XYTw/rdVxEQZSHixfpGnQE1gB/xDxYwyWnIhkoN2N/PeSTVC4kpmOwBLbnFYcljsLltZ1JvUeVLkHARhxnUmY5BYsD18kwmyueycGZNvygmCoP7kImw0SWKGMaMFqaABqa/Uv/jDR2mIHLggCKD7eYb0CGpEHS4aiF6HoImytXGZAL0JzBG9tsES5uIHLUfQIFOphaaoFqxljsIxKNCpHz0UYLDFYRvci9CQGS017UWBtdLygAJDajEkl4MxRyv26sGApYrA4Dk7tkNkd2ds7qtyDAJ9tHjBGiGr1JAzItuFjWuIxEx5BAiuUiYpyfNdzE4qZk02CtatcEFgJCQ6BpQhu99SSoSFA6i7yw4EAzhYs6aHS+CZpjbIiJSsFse1i3RcGoBQlQn1tgsAKNguWL4LczWbH70C3YBnpIjQJQecmW+O2lzKSFx+XTgLlex3ztTpyyIW4xxYsLQEmcHYLcOkU76JOUbkHARgy5qeIZMGSB7k3om0EettyR5DVX5EvMAjqG8yQwAplwsIcQepVVa4vfrMgLCqFITkSEhzLpIeXyoLlbY9C0T1oiXVkd3bqRdi0Jmkye7O+rP7i/i3x/FTPguXOgqebB8sHSOeKa9p50wtyt1q1ywTkTdnIIHcTENcTiO3euPUt0UBSNv/9t6+Ahmrg4mFZNna5iNUQWHYNgaVob/I8WFC2sd+38NOUEY5koIqyBnQmEZEsWHU+jjUkDIVchM0GCaxQRx6HpReDBTgEVrUQgxUf73zT5DjZBelNkLuAGOAe0U6juIGxIZ7CaQgsq5BYtfaC8kEnraPKg1V7ASg/IDxk7M3ci9DE98yK7OCbGCyLRXt+IAsso7rvmyyuM4q7Qxya5si7/DVVV+qw3nImXsiHRQK2RMc6HrgI1ZnclWUAXNjJTxP7addLnaahKYjuUybvLUkWLIIQIYEV6ohuQlfJRgHAHM9P6wTXmBjkDujE+njzxipasIT4q8j2UD84DEk02iREF2G847fYI1COOg9W9Vn+wVl3URhrTYzlitNZz2DC2wDhLsZu8wQ9C5ZcYAX6Q8RIF6ERtL2OF1FVJ4DTq4HaMmDPfGDXbF6Mx1wGxHVX1teVi1D8zuzg1DnY5C9CpYLAis/SrpeRAksr6W4gtg1CAbkIm48m3Y2qq6uNqgfhK0SBdemSZxYsuyAq5C5CRVkPXYRaLgNXFiwjY0M8RsOCZbLx2a8BHTehrBelfD0wh/WKM8t6b/kyBssgXMVgac0PyJuygUHuRmCOANJu5r/veQrYcifw25fAqW+AoiXa67i0YEFoc7JxCDlVmYZqoHw//z2hGQSW4mWjBbsIA/3lwxVBVt1gw+u7kd1ux/z589GuXTtER0fj119/BQD885//xNtvv214BYkmIroIKytdX/xh8fyUE+JE9FyEksCA5zcTcTuXivlpRIrzMn+7CCWrAOfIOq0V6O7Ui1CsP1O6BzmVEAtkPHERBvyDI8AsWJwJSBvDi+2q40D1GUe7OvAScH67xjpuLFiwC+44gEF+nQhtrGwvv6410YUbXidVRKOQtfGmjLkZzAIFCL76B0EVQwWv70ZPPfUUli9fjoULF8IqC4Lt1asX3nrrLUMrRxiAaMFy1YsQcFiwzMKwOlouQq/SNGgsrxYC6G1tnJcZ0IuwcaiEEMc54rBcWrCce3dpp2ggC1azIA1eHCACCxz/IpHzPpA5Dej9JHDlZ0BKLt/W972gsYonFiwhBxZnhlPbFeOvErK0/yP5dpsSX+aosHMdA7mdEwDIRdiceH03eu+99/Dmm29i3LhxCJPFa2RlZWH//v2GVo4wAHdB7iKiBStKuFnGx7vZcCN6EYoCSzFMjvj2Kwocfz0gZUJJsmBpCCwnC5bcRSi4V+UCSzOOLcDQewOPjnZfJlCISOGFu9gL1N+I7SR5GNBlEtDuOj7fVdoYfv7ZTRoWYvcWLJPQ3hgnH1lBJbCaJf4Kqv03wVIb6G3LHcFc/yCrbrDhdRa9kydPonPnzk7z7XY76urqNNYg/IrcguUyBiuen8aAT+0QHq7Ti9DDGCxXFqxwdQ4s2UOkOV2E/A4BxQC7cguWVi4stQVL5iqULFhxTmsF9J1M/YDo3Ruorw+uNA3mKEfCzkBALsTl7Tu+t+A2/I0fTic6XbaOBxYsaVkYnCxIpYX8tDnir/gNyTcuzArAtkEoob+o2fDaXNCjRw98//33TvP//e9/o18/na7BhP+QW7BcYRJEQTQcAe7uXISNtmDpJRnlmv8G7RQrxbm2YDm5RWRCy5WLMFgePBzHC6vISOX8QHcRBhxyIS4TWGHhDgFUskm1igcxWDIXISdPGXJhJ1Ai3Jdb5WhXyXALlqxNyF9QmrTNIGxbgf7yoYJchM2H1xas2bNn4+6778bJkydht9vx2WefoaioCO+99x5WrVrlizoSTcHTIHcxBisGbtyDXga2izTU8jmjAN6VU31aLAj/9CAUkfeEgiAwBIGlFYOldhHKj9NlDFYA48kDIsgeIn5Haid2OGX9bzWID3I/+z3Q6S7g9BqgthRodwO/3KUFSxbkLrcmFz7OTzvcxufwqi0DrCpLqi8tWHojG3i0mSBvT8Fc/yCuejDg9RPtpptuwn//+1+sXbsWUVFRmD17Nvbt24f//ve/GDFihC/qSDQFj9M0xAvlASSIYxO66kXohQWLMaBGSGDKhQHWBNVyP/QglFC5/MA5kj9qDpejLq+RpkErBiuQ72SeiCeyYHmJzLrkJLAEC1PxWmDbFOC7PGDz7UDlcWEdQQg5iRY7ODFNA2d2/A9nNwOn/8cLq85/5V9kKg45V8nuqxgsvm7CTGO2HawEw7URBFUMFbyyYNXX1+OZZ57Bvffei/z8fF/ViTAS0YJ1/jxQUABcfbX2TcAkiAITgGRVLIvCRSjiZQyW5B5so1xPEVfizx5gMiHk0oIlsxooHoA6Qe6OFY2ppi/w1oJFuEdy3zUA6sSgrXIAcEDlUT5lg0jpTj4Bqdi21C84jMnGITQ7rrCzm/lp+5udrVaK9Y22YAFSDKP0sxHtJNito8FYZwFyEfoWr55oZrMZCxcuRH19va/qQxhNTAw/3bIFGDYM+Owz5XJJPJmBeiE5Zmth/EJXFixvY7A0exCKi/3oIpRisGQuQjEGq+Z3jRW04k4ENIPcgyAGSy9NgxyyYHmHKxehLQnoMx9IGggkDwdsQib+0l2OMlrCDHZJJDHOBOlaLN/HT+N6yyvgXCefCawWTpAJRIWoCvzqBjVeP9GGDx+OjRs3+qIuhC+IUlmj/vtf7XKMATVCr7FEi2OeE+ogbz30LFjJqu3KY7ACxEUYkcp/vXRKo7jc+iYPRnYT5B7IUAyW8UgB6xoCCxzQ6x9AXgEwfC3Qaw4/+8JOZaC7hgVLM8hdzN4ekyHbhYZzwhcCy6kttMAgdznBUP8gqGKo4HWQ+x//+EfMmDEDu3fvxoABAxCleoDfeOONhlWOMAB5LiMA2LBB+Vt+Q6gy8TFY8SbtMoo0DfDiZsJUSUZVDw4pNiQAgtwBRxbs6hJ+3DiTPKO53IKlCkauLeW/UgwW4cpFqD5/Yq/C0kLw77wNvChTn2amzuTO8dsvP8Avl2dvdxoQGs1kwWqiizAYCeL6k4vQt3gtsP72t78BAF54wTkTMcdxaGjQuLAJ/yEXWGFhwLFjwNGjQHq6shxjQDmA1gBi1KkLBLxxEarXvSQIrIhkKAWWn3sRaqVpCG/Niyp7HXDpNBDVQb0S+DgZlatcTOtg0xp8OYBvZGTBMh5RxNi1wilU7Ty+Dz+t+g2oqwDMNkEMqc+zRpD7pdOAvZofQ9MaLxNWGr36mkNgtfS2EQTHTy7C5qNRYxHqfUhcBSB9+wIjRwIPPQRcfjk/T+7ilV9spcLDIEqYustC7nKcPVX3cl0XIWQulACwYHEcL/TCBTdh1Un9ddQWrGqhp6RCYAVZDBYJLIMQLVgaAkt9/qxxQJTg3rsoWKPU+bMAlVgTLFgV/FiwiO3mbLWyq343i4uwidsIxrYVbHUOsuoGM15bsIggw2wGnnmG/x4RAWzdCvzrX8C5c4BgjQTAi54zNfz38BrtbcktWJzYe8jDq7WmRNi22oIF/wa5OyEcT2Q7fpDeSxoCi+MEw5sqBksMilckUg2RGCxyEXqHFEulZcHSOH8JfYHKI7zASugNwA5UnuBzZDE70HoQL9w5gMEEcCY+BksUWDFd+Kk5GqivhMMyLBNTgeoiDHaCWCCSi9C3NOqJtnHjRtxwww3o3LkzOnfujBtvvFEzuzsRAMgvoKFD+enmzcD06cCHHzqW19QAJcJQR+YKfurSRaixXIHKDeiqF6FfRYiOi0OMZ9G0YMnjawTqq4AGIVu+3IIVDDFYcihNgzE4vSzIz59Ge0/oy0/Pb+On9ZeA9SOAnU8Au2YBe+bzLmvAIZA4mQUrKp2fmqNV8V/y3Qq/TQa+V7s8zsZsj9qZryEXYfPhtcD64IMPkJubi8jISEyZMgVTpkxBREQEhg8fjg8//NAXdSSagvxiGj4cuPtuoH17/vchWTLC8+eBMvGH8MXVUDmSBctDFAJLvZ4fRYheL6hIQWDpWbAA5QNMTEpqsgLmGK0dNaWWvkcz15kMsmB5h9pKxIXxA1GHRfHxUmrS/sRPi9cBVaeAk18Bl35zjK94ZgNwUbxeeYHEWD1QtpefFZnGTy0x0B7TEM1kwWrMJoK8PQWxBYvwLV6/yjz99NNYuHAhpk2bJs2bMmUKXnjhBcyfPx933nmnoRUkDMRiAZYvBxYuBB5/HPjtN8cN4cIFoFQo16CV/0lAnWxUD7l1i9XL3GdaMVgBZMGSBJYgQj21YIkCy9ZK+xwF+o03MZG3YsoHeJZDDxHvUFt2OJOQRFSH+F5AygigOB849jFw8SA/P30cULoH+H0LsHcBwuvN4OzJqI4eieiKlfyA0WERQFx3vnxYFBztUxXDFQxB7sHYtoKtzopLOcjqHmR4LbB+/fVX3HDDDU7zb7zxRjzxxBOGVIowEK0Ho2jB+u03x7ILFwBhqEDUnxMyrGu5CAGIgzJ7KoxqLgg3e44XIPUVqgL+FCFuXISeWrBEAenUgzAIYrAA516lasiC5R1OrjMPnAWZ03iBdXwl37Y4C2/ZiuvNC6yzm2AGf9OOKvtI2E8Y0H8xn7w0LBIwhWlbsJgdjussgPNgBTtBcG2Qi7D58NpFmJaWhnXr1jnNX7t2LdLS0gypFGEgWhd8O0E8nDyptGCJLkJWDdgrXfcidOsilC0TxyG0JQnxHwHkInRC5SL0tBehNJB1a2XRYIvB0oMsWN4jFzKedOBIzQMS+jvaVdoYXrC3GsincuDCUNf6RlyKGolaW2/UR/QGsp4GWg/my5usyv0qBJb4nTO4Mwm5CIP52iALlm/x2oI1ffp0TJkyBYWFhRg0aBAAYPPmzVi+fDmWLFlieAUJg5BfSHILligALlwAagHUmgFrveAm7KizHc67GCy5exAILBeh3g1GbsFSD2ytFUQsdxEqIIHVchGShgKeiRrOBFz1JXCuAGio5YVT7Tn+fP/hNYDVo7YUuHghGnZzCsLNxUhMkY3lKe6Dk7kIa8sAc6RzGcMgF2HQQae42fBaYD344INISUnB888/j08++QQA0L17d6xcuRI33XST4RUkmohW8LJowaqqAsoEs9UFwQJTFwlYyx1uQs3tiRYcD2Ow1ALLubC4cf3t+QwdF0dEW37acAmoKwWsCbIyGgJLHBhaM8kogv/BQS5C7+HCACb0/PPUWRBmBaI78e0tLEI23wbABg5VcNy2hZccJ4ElWLBqS4H6cn5sTHH4J6OHozI6D1YwEswvH0FW3WCjUa8zN998M3744QecO3cO586dww8//OBTcXX06FFMmDABGRkZiIiIwGWXXYY5c+agtrZWUW7Xrl248sorER4ejrS0NCxcuNBpW59++ikyMzMRHh6O3r1745tvvlEsZ4xh9uzZSE1NRUREBHJzc3Hw4EFFmfPnz2PcuHGIjY1FfHw8JkyYgIoKdVxRgKB1wYeHA0nCgMZiHFZpKT9tEHrA1f+u7SJUZ3P3BFF8SAJLx0Xoj5uTep/ib3MEYE3kv6vdhCYxS3edY57oIgxXuQjJgtVykVuLPLUcyccwlBKNKs83E7dlEuerEvWK22io5Kf1lT4KcFfXrYWKrSCrs9wtSC5C3+K1wPr555+xdetWp/lbt27Ftm3bDKmUmv3798Nut+ONN97A3r178eKLL+L1119XBNWXl5dj5MiR6NixI7Zv347nnnsOc+fOxZtvvimV2bJlC8aOHYsJEyZgx44dGD16NEaPHo09e/ZIZRYuXIilS5fi9ddfx9atWxEVFYW8vDxUV1dLZcaNG4e9e/ciPz8fq1atwqZNmzBx4kSfHLthqC8k0U14ShjQWLRgcfH8tP6c6215FYPlzkWoMaxHs+EiSFcvDksriaSei9CvPSQNxGS0a6kF4G0MlrycfLBnJ1Ekt2DJ1xWt1SoLK6vnh+AB+MB5I1EcFz2sg0JsBUEVQwWv75qTJk3CiRMnnOafPHkSkyZNMqRSakaNGoVly5Zh5MiR6NSpE2688UY88sgj+Oyzz6QyK1asQG1tLd555x307NkTd9xxh5Q+QmTJkiUYNWoUHn30UXTv3h3z589H//798fLLLwPgrVeLFy/GrFmzcNNNN6FPnz547733cOrUKXzxxRcAgH379mH16tV46623kJ2djSFDhuCll17Cxx9/jFOiWNGgpqYG5eXlik+zoJffSBRYJwXxIFqwzIIFpuF3Fy5CeNmLUO0i1IvBCoQrX1YHcbic6mJVEfGBJxeRFINFqGiU+JCnWBBHOJALNQAcL7A4vZ6KWlYqcZxMMa+WYRhstQrGthWMdRYJ4qoHA14LrF9++QX9+/d3mt+vXz/88ssvhlTKE8rKypCYmCj9LigowFVXXQWrLI9PXl4eioqKcEGwzhQUFCA3N1exnby8PBQUFAAAjhw5guLiYkWZuLg4ZGdnS2UKCgoQHx+Py8Vx/QDk5ubCZDJpWvZEFixYgLi4OOnTbD0u9S5+eU9CwGHBCk/hp3ILVqNchK5isAKpF6GLIN3wNvy0ukRVRusBptOLUGu7wUiwPwT9QaMsWDIXoY4Fi0nD36jbrirIXY5dCKcwWmBRuwi6c0AuwubDa4Fls9lw5swZp/mnT5+G2dw8QxseOnQIL730Ev76179K84qLi5GcrAyiFn8XFxe7LCNfLl9Pr0ybNm0Uy81mMxITE6UyWsycORNlZWXSR8sK6FM8tWBFCcKrXseCxW/My16Eqhgsp+0GUi9CucAS6lutau+aAsudizAEbmSim5Buyp7RqBgsuXvP2YLFcZz0mzk1XRcWLBGfWrAa2S5CqT0Fw7EEQRVDBa8F1siRIyWxIFJaWoonnngCI0aM8GpbM2bMAMdxLj/79+9XrHPy5EmMGjUKt956K+6//35vq+83bDYbYmNjFZ9m2jF/0dtUw3PIUzVUVDh6E8YKljU9gSVP0+B1L0JRmOq4CAMh0WhjBBaz8z22gOBNNOoJ7obTIZQo2omXFizoW7BEF6Fz23UjsEw2Y8ch1KxDUzcXhG0rGOsMsl41B15fbYsWLcJVV12Fjh07ol+/fgCAwsJCJCcn4/333/dqW9OnT8f48eNdlunUqZP0/dSpUxg2bBgGDRqkCF4HgJSUFCfLmvg7JSXFZRn5cnFeamqqokzfvn2lMiUlSpdRfX09zp8/L60fUJjNQO/eQJjqpiu6CP/3P/4jEp8OFEM5XE5TehEyu8O6EwxpGhrjIqy7CMnaoCewQuFmlpAAVFY6i3VCB+MtWA5xBec25cpFCPjAeqWuQwi08aYSBNe5KYxvH5wp8Osa7HgtsNq1a4ddu3ZhxYoV2LlzJyIiInDPPfdg7NixsFi866HSunVrtG6tE7Oi4uTJkxg2bBgGDBiAZcuWwaTq1ZSTk4N//OMfqKurk+qRn5+Pbt26ISEhQSqzbt06PPzww9J6+fn5yMnJAQBkZGQgJSUF69atkwRVeXk5tm7digcffFDaRmlpKbZv344BAwYAANavXw+73Y7s7Gyvjr/Z0PpfunZ1tkL17AlECBashjKg/qLzehwnu496EINVd9HR207PghWoVh5PLVhi/JUlls9jpEkI3Mw6aiSeJfRpjItQLsrszqkVmEnuLtQY71BVXoiKB2AHzNEe1sEbDIg/CrIYJk286fTjZ0xmE+LT42EyU89gX9Moe3FUVFSzpiU4efIkhg4dio4dO2LRokU4e/astEy0Gt1555148sknMWHCBDz++OPYs2cPlixZghdffFEqO3XqVFx99dV4/vnncd111+Hjjz/Gtm3bJGsYx3F4+OGH8dRTT6FLly7IyMjAP//5T7Rt2xajR48GwCdVHTVqFO6//368/vrrqKurw+TJk3HHHXegbdu2zXZOmkx6OvDtt7x7MDqadxWOGsX/DksEGs4D1Uehmc0dgsjy5IYiWq8s8UKyRI31/Bmn5DIGSxCENWoLluqykcYhVMbmAQitGCzCOxrlIpSVE19MFBYstXjSWFdexmTlLVe1pfwLgOGQBQuAQ2AFiUCMTIr0dxVaBF5L2HfffRdff/219Puxxx5DfHw8Bg0ahGPHjhlaOZH8/HwcOnQI69atQ/v27ZGamip9ROLi4rBmzRocOXIEAwYMwPTp0zF79myFEBw0aBA+/PBDvPnmm8jKysK///1vfPHFF+jVq5fieB566CFMnDgRf/jDH1BRUYHVq1cjPDxcKrNixQpkZmZi+PDhuPbaazFkyBAnl2VQkJcHjBkDtGoF9O0LiMH7VsGKVS38n1ouQk/yYNVXAJXCNiKSlcsUiK6QAHARasZglShzdaktWJVH+WlsN43tB8dbLeEDGhXkzsGRqsFZYHEmi6qsHJNqCsBkAaLSgYQsxwuOkRgx9E6QiBKC8BavLVjPPPMMXnvtNQB8yoKXX34ZixcvxqpVqzBt2jRFbiqjGD9+vNtYLQDo06cPvv/+e5dlbr31Vtx66626yzmOw7x58zBv3jzdMomJifjwww/d1idokJu3GQMsacClnbwFy3qVc1lPLFj2euCH2x3utXAXAsuvpnUXMVhiygXWwLsBbUL2e7XAqviVn8b10Nh+CMVgEd7RmDQNYllm568hp+3Ib9meWLAsqrhJozHYghWs1wl1ACE08FpgnThxAp07dwYAfPHFF7jlllswceJEDB48GEOHDjW6fkRzIgod0YJVo2HB4meAFw4uhFFtqTJ2ySSLTdJN0xBgLsIwKz8mXO0F/lhEgWVSC6wj/FRTYGlsl2gZNDbLORcmWK8Eq6m8vZk8EVhyy5nBmdvVhEL8FEH4CK/tu9HR0Th3js9rtGbNGik1Q3h4OC5dumRs7YjmQX1jtHTgp6LA0irrzkVYV6r8HZvpogIBasECPAt0rxQEVqyGwKIYrJZLUyxYOtthCnehXiZ3mZvR5GOBRZnceciCRWjgtQVrxIgRuO+++9CvXz8cOHAA1157LQBg7969SE9PN7p+RHPCGP9Rx2DJkdwNzLVrr9aRJw0dbge6TZXvyHm/0rb9icb+w5OB8v3aqRpYA1BX7ghyj9MSkRSD1XJpTC9C1XqA90Hu4ndmb2aB5e/r14+QwCI08NqC9corryAnJwdnz57Ff/7zHyQl8W6T7du3Y+zYsYZXkGgG1DcFUWA1XAAaLjq/YUq/PbBgxfUAev0TiOksWxhALkJ3+5RyYelYsET3YHiyTi+tQBGPRLPTmF6ETuuJ6/Ltx2WQu0JgCe/OvhZYRuTBCgULFkFo4LUFKz4+XhocWc6TTz5pSIUIPyJasExRQFgS0HAOqD0OQD1uoge9COsEC5Yl3rlcwA6Vo2PBAvSTjYoCK/oy7e2Ti7Dl0qg8WBpluTDBItUgCCc++J256gEbkcpbV80xXlXZe6hdAyALFqEJZRojtG8KViEOq+6ERllO2fNQC3HoGFdWHeeKuK6nT3Dz9mxzY8ES46+iO8E1dONtcTQ6Bkse1G7jO1uI82QWKU79cqDoAZsIRKf7/oFP1ieelnzshC4ksAgHcsEkuglrj2vfRN1asMr5qSVWo5zOen7Pg6Wx/wi9IHfB+CtasKIydLZPLsIWC8fxvVDNMd656uRiTHxBiUoHIjsCYeGycpz2Os1KI3tKygklkRbs9ScMxeiRP4lgRH5TEEWWRRirsO6U1gpw69aTLFhxTaxcc+LKRagXgyXkwNK1YFGQe4vGrWVTAy2BZYkBLDHgqqvlBWXf/SSwSFDwJCYCpaVARIS/a0IEECSwCAdyC5YksE4qy3iayV2KwYpzMTSOGj/nwdJ6WEQI56HqN9V6YUB9FVBdzP+OTtfePsVgEd4iJhgFXMdQBYQFixKNAgDatuU/BCGjUVdlfX091q5dizfeeAMXL/IDAp86dQoVFRWGVo5oJjQtWO35ad1J/V6ErmKwRIFlDaIYLK39R6Xz00ungIYaWdEwxxA51iTAGu/FfgjCQ9RJbRUEmMAyYrBnggghvLZgHTt2DKNGjcLx48dRU1ODESNGICYmBv/3f/+HmpoavP76676oJ9EcaFmw6ksAu1xYNMKCFVBD46hw14vQlsQPlltfCVQeB2K7CEXDZO7BdBfHRDFYhJdEpAL2WtXwUgIKPSMXVeQiJIhAw+urcurUqbj88stx4cIFRMj8zTfffDPWrVtnaOWIZkLrJhkWD5iEEddrfnNeDsD1UDlygeXhen4PctdazDmsWKLFCuAtCxXyHoRuBBZBeEqYDYjtCljdxC+GioswlILcCUKG1xas77//Hlu2bIHValXMT09Px8mTJ3XWIoICMQ8WwN/oLO2AmoNAjSxVg6dpGhrTi9DfbjS9m3tUOlC2VymwuDBHigbdHoSKjTexcgShkZpB+hoAAovEEUEo8PqqtNvtaGhocJr/22+/ISbG10ntCJ+gd2O0CnFY1cdVZd24CBtqgYZK/nvA9yL04A1ctGCJFisACIsCKo7y3/UsWAoBSg8fwmACwYJltKgikUaEEF5flSNHjsTixYul3xzHoaKiAnPmzJHGJSSCFLkFC3DEYV3cARx4Fai76JnAqr0gfOEAS3Tw9CLU27/YQ1BuwbLXApd+Uy53laGeHhyEEXB6P0IkDxZBhBBeuwiff/555OXloUePHqiursadd96JgwcPolWrVvjoo498UUfC1+jd4ESB9fuX/MdeA6RNBCpjgZh6faFUe15YPwbO46oBARuD5cpFCCgF1sUD/GC61gS+F6EWgRTMT4QcnKmxg0kbWQlK00AQengtsNq3b4+dO3fi448/xq5du1BRUYEJEyZg3LhxiqB3IghRCwJRYImc+xnInAZ0ukwQGzoCouacsL7oHgygsQed8MJFKBdYF3by07hesocC098GuQgJwwkAFyGJKoLQpVGJRs1mM/785z8bXRfCX2jlwQIAi2qQZyldg5s8WJLA0sqB5WK9QHURSrmwTgMN1fxwJRd28PMS+jrKMabaBLkICWPhdHvc+at9UZA7QejhtcD66quvNOdzHIfw8HB07twZGRme9KoiAg618LGmAUl/Bep3AmU/AlXCsDkKi40GkovQnQXLgyF3mhO9B4QtCTBHA/UVQi6srjKB1c/FBimLO+FLAsCCRS5CgtDFa4E1evRocBwHpnoYi/M4jsOQIUPwxRdfICEhwbCKEs2EWmS1uh+wHQd2/QmoPi3MdCOwnFyEOnAmgMl7pPo7D5bO/sVcWGV7gPIiIKYLcKGQX5bYH2Di0CYBnFCVCA0UzTUQgtxJVBGEHl5flfn5+fjDH/6A/Px8lJWVoaysDPn5+cjOzsaqVauwadMmnDt3Do888ogv6kv4Anc3OFsKP710WhANblyEtaLAkqXtUJTVsez4O8jdFa2H8NOixXwsVl0ZYLICcT1khVxZ6gjCWDixRy9AFiyCCEC8tmBNnToVb775JgYNGiTNGz58OMLDwzFx4kTs3bsXixcvxr333mtoRYlmQE8wWVvzU3st7/4zWcQVtMtXCnmzwtu42U8A3Ew9zSLdcwbw69vAmfXA/hf4eXG9hHMhuDr1zh89NAifIbQ9vwW5y+tAaRoIQo7XV+Xhw4cRG+scvBwbG4tff+XHZuvSpQt+//33pteOaB70gtxFTDbAmsh/v3Qabl2EFYf5aWR72UwNC5bTQ8HfFiwX+4/qCHT+K//9wMv8NFGMv9JbL4CEJBESKIPc4bh2/S6wjNoUXStE6OD1VTlgwAA8+uijOHv2rDTv7NmzeOyxx/CHP/wBAHDw4EGkpaXpbYIIVFxZYCLa8t/lAkuvvDgIskJgKXYkbli9I8/q6TPc7L/nLCFru4BTgDvFYBHNjdhm/SiwJFHk7+uXIAILr6/Kt99+G0eOHEH79u3RuXNndO7cGe3bt8fRo0fx1ltvAQAqKiowa9YswytL+Ah3FiwAiEjlp5dOu+5FWHcRqBHEd4RMYMm3Kx/v0O940c08Ihm4dhfQ/TGg9ZVA2p9U61EMFuFjFM01AGKwADgeI+QiJAg5XsdgdevWDb/88gvWrFmDAwcOSPNGjBgBk5BZePTo0YZWkmgmXFlcJIF1Ci5dhKJ70BLHD5OjvSNhqnoo+ONG622QrjkK6Pd/6o3oFA4kIUmEJJxJyG+rNWJCc9WBMy7bCl0rRAjRqESjJpMJo0aNwqhRo4yuD+EP3N3UvHER6roHNco67TeAY7A8QXfMRX9aF4hQglNfM5HtgPpKwBzpnwoBcFjRyIJFEHIaJbAqKyuxceNGHD9+HLW1tYplU6ZMMaRihB9QD/YsR7RgVbtxEV6UB7jrJRINJNeZEZmo9c6HvYnbJQgXcBDGwvR3vkEDY7DoWiFCCK8F1o4dO3DttdeiqqoKlZWVSExMxO+//47IyEi0adOGBFYw4slNzVsXoZPAEqbMLtuvyq0RrDdXPRdJIKWjIAhfQUHuBKGJ176LadOm4YYbbsCFCxcQERGBH3/8EceOHcOAAQOwaNEiX9SRaC6M6EUoCiwpwF1105VnbvdrYK5YByNchG6C3APhOInQwCnIPRBoYj0C5jgIwli8vvMXFhZi+vTpMJlMCAsLQ01NDdLS0rBw4UI88cQTvqgj4Ws4F4JJRN6LUMKNi1Crd6JkwTLB0PinRuPLGCzxWOkBQoQyTYzBUmyKrhUidPBaYFksFqm3YJs2bXD8OJ+1Oy4uDidOnDC2dkTz4kpg2YSs7A2X+A+/grKMvQ6oErK4R7YTZupYsJx6PfnpxuppJnfXG9GZTy5CwlgCx2olo6kuwkA8JoIwAK9jsPr164eff/4ZXbp0wdVXX43Zs2fj999/x/vvv49evXr5oo6Er3FnweI4Pj2ByQbYaxyDOQO8lUZ0gVUe4wVUWDhgawWXMVicKQBvrE19QOj0IiQXIeELAubyMbB9B9w9gSAaj9dXxjPPPIPUVN5d9PTTTyMhIQEPPvggzp49izfffNPwChLNiCsLFscJoglA7QXtdcQUDVEZgqjgNG6YosAKpAB3o4J0qRch4WMCsSlRkDtBaOKVBYsxhjZt2kiWqjZt2mD16tU+qRjRjHhiwQIAWxJw6SRQe47/DoAXEYJYEgPcozM0NiJasEQXYaDEYIn7bsJgtXpB/9SLkPAhAeMutMQB9VUuEgu7wRA3PUEEHl5ZsBhj6Ny5M8VahSruxs4TLVg1v0NqOvJ1xAD3KEFgyYfykPahY8HyJ01+A3eXyZ1chEQIE94aSOjDhwYQBCHh1Z3fZDKhS5cuOHfunPvCRPDgSS9CQCmwJFEiy2vlyoLFAt2CZUQdqBch4VsUVitqVgQR0Hj9av3ss8/i0UcfxZ49e3xRHyIQkVyEbixYksDqJK4Ijy1YARGD1djV3eTBoichQehDLkIiRPG6F+Fdd92FqqoqZGVlwWq1IiIiQrH8/PnzhlWOaCa8tmCdk2UvtzvWlYLcO0JXbEiJRgOwF6Gv0jSQi5AwigC7ZAiC0MdrgbV48WIfVIMICNwKLCGwXcuCVX2GH3QWHBDZEag6CqkXoXyzCguWzL3ozyeHVEejg9zJRUj4joAJcm8qZMEiQhSvBdbdd9/ti3oQ/sTjXoQuYrBE61VkGhBm1diIRgyWO0HXbBiViVpvqBx6aBDGEDKiiiBaAI3yXRw+fBizZs3C2LFjUVJSAgD49ttvsXfvXkMrRzQzjepFKAosIf4q5jJHea1ehJAlGlUQCDFYBmeils4nuQgJH0BaiyACGq/v/Bs3bkTv3r2xdetWfPbZZ6ioqAAA7Ny5E3PmzDG8gkQz0KhehGLTEdYp389Poy+DsyVHtm27fKicAHENGJWmwen8UaJRgnALuQiJEMVrgTVjxgw89dRTyM/Ph9XqcAVdc801+PHHHw2tHNHMeOMilEbAsQN1F4FD/+J/t8qRrwjPLVj+RKhLk+tEiUYJH0NNiSCCBq+fKLt378bNN9/sNL9Nmzb4/fffDakU0cx4a8Gy1wL2asc6+xYBNWeBmC5Axl90tqMeizBM9bbqxydHZHsgPBUwNzUTtV4MViCJSSJUCJl4LLJgESGK13f++Ph4nD592mn+jh070K5dO0MqRfgJdwLLHOnI1lxXyk8bqoD9z/Pfs54BTBYo8j+pb5jyNA0K/HhjtUQDkW2NT9NAvQgJgwkZUUUQLQCvBdYdd9yBxx9/HMXFxeA4Dna7HZs3b8YjjzyCu+66yxd1JHyNu5u2fLk04HMpP606yadnMEcBaWNcbETDghVqOAlU6kVI+JBQbFZ0rRAhhNcC65lnnkFmZibS0tJQUVGBHj164KqrrsKgQYMwa9YsX9QRAHDjjTeiQ4cOCA8PR2pqKv7yl7/g1KlTijK7du3ClVdeifDwcKSlpWHhwoVO2/n000+RmZmJ8PBw9O7dG998841iOWMMs2fPRmpqKiIiIpCbm4uDBw8qypw/fx7jxo1DbGws4uPjMWHCBCnYP6jxJG2CJLAu8NNqwZoZ0c7ZVaY5FqHOUDlBfWPVcRFSL0KCcE9QX/sEoY/Xd36r1Yp//etfOHz4MFatWoUPPvgA+/fvx/vvv4+wMN9ZJYYNG4ZPPvkERUVF+M9//oPDhw/jlltukZaXl5dj5MiR6NixI7Zv347nnnsOc+fOxZtvvimV2bJlC8aOHYsJEyZgx44dGD16NEaPHq0Y9mfhwoVYunQpXn/9dWzduhVRUVHIy8tDdXW1VGbcuHHYu3cv8vPzsWrVKmzatAkTJ0702bE3G14JrFJ+WiUKrLYeblvPghXEN1ndBwT1IiSMR3QTkruQIAIbrxON/vDDDxgyZAg6dOiADh06+KJOmkybNk363rFjR8yYMQOjR49GXV0dLBYLVqxYgdraWrzzzjuwWq3o2bMnCgsL8cILL0jiZ8mSJRg1ahQeffRRAMD8+fORn5+Pl19+Ga+//joYY1i8eDFmzZqFm266CQDw3nvvITk5GV988QXuuOMO7Nu3D6tXr8bPP/+Myy+/HADw0ksv4dprr8WiRYvQtq0boRGIeJpoFHAILDEGS7RgRcri7xS952TriikaAI3BnkMB6kVIEF5DQe5EiOK1Beuaa65BRkYGnnjiCfzyyy++qJNbzp8/jxUrVmDQoEGwWCwAgIKCAlx11VWK1BF5eXkoKirChQsXpDK5ubmKbeXl5aGgoAAAcOTIERQXFyvKxMXFITs7WypTUFCA+Ph4SVwBQG5uLkwmE7Zu3apb55qaGpSXlys+AYcnFqzwZH566YwwLean7ixYYFAMjRNQiUabip5ApV6EhA8I5kuFIFoQXt/5T506henTp2Pjxo3o1asX+vbti+eeew6//fabL+qn4PHHH0dUVBSSkpJw/PhxfPnll9Ky4uJiJCcnK8qLv4uLi12WkS+Xr6dXpk2bNorlZrMZiYmJUhktFixYgLi4OOmTlpbm8XH7HE/TNABCIlEAlUf5abUosOQ9SHV6EaoD3EPmzZV6ERJ+IBSbVVDfBwhCidcCq1WrVpg8eTI2b96Mw4cP49Zbb8W7776L9PR0XHPNNV5ta8aMGeA4zuVn//79UvlHH30UO3bswJo1axAWFoa77roLLGDGs3PNzJkzUVZWJn1OnDjh7yo544mLMKYLP608wk+rBUtWpIYFS3GzZC5SNAQ57vJgheSTkCAMgkQVEaJ4HYMlJyMjAzNmzEBWVhb++c9/YuPGjV6tP336dIwfP95lmU6dOknfW7VqhVatWqFr167o3r070tLS8OOPPyInJwcpKSk4c+aMYl3xd0pKijTVKiNfLs5LTU1VlOnbt69URhx/UaS+vh7nz5+X1tfCZrPBZrO5PFa/4Y0FK6YzP604yltoRIEVoRWDBSjEhVOKhgBJNGoY5CIkfA/HcWBgoRnkHorHRLRYGn3n37x5M/72t78hNTUVd955J3r16oWvv/7aq220bt0amZmZLj/ymCo5djv/sK6pqQEA5OTkYNOmTairq5PK5Ofno1u3bkhISJDKrFu3TrGd/Px85OTww7tkZGQgJSVFUaa8vBxbt26VyuTk5KC0tBTbt2+Xyqxfvx52ux3Z2dleHX/QIL/pRaUDnJnP5F5dIhNYggWr8jhQdVxc0bEeY6oUDS72EXToCFRyERKEe4L62icIfbwWWDNnzkRGRgauueYaHD9+HEuWLEFxcTHef/99jBo1yhd1xNatW/Hyyy+jsLAQx44dw/r16zF27FhcdtllkvC58847YbVaMWHCBOzduxcrV67EkiVL8Pe//13aztSpU7F69Wo8//zz2L9/P+bOnYtt27Zh8uTJAPg3w4cffhhPPfUUvvrqK+zevRt33XUX2rZti9GjRwMAunfvjlGjRuH+++/HTz/9hM2bN2Py5Mm44447grMHIeCdBctkBqIz+O9le/hhcwAgIpXvJVhzFkpLjvzm6cqCFczoHQdZsAgfECqXDUGEOF67CDdt2oRHH30Ut912G1q1auWLOjkRGRmJzz77DHPmzEFlZSVSU1MxatQozJo1S3K7xcXFYc2aNZg0aRIGDBiAVq1aYfbs2Yr8VIMGDcKHH36IWbNm4YknnkCXLl3wxRdfoFevXlKZxx57DJWVlZg4cSJKS0sxZMgQrF69GuHh4VKZFStWYPLkyRg+fDhMJhPGjBmDpUuXNsu58CmexrPFdAEuHgTO/z/+t60VEGYD7HXKchwn01oMsLsa6DkUnhqy86fnJiUIowjFZkXWLCKE4FiwRImHGOXl5YiLi0NZWRliY2P9W5mSEuDECcBqBWprnZdfdhkQH+/4vW0qcGAp36Ow4jAQ3we4difQUMNbtUSsCbybrK6Mdy2yBqDqBD8/uhNQc87RG9Ga6LCMBRuXTgOXTvFCM6ojP8/eAJQW8t8T+pEVizCMM7vOoKGuAa0yW8EapR1CEVRUVQH79vHfs7IAc5NCgwnC53j6/G50S/7ll19w/Phx1KoeyDfeeGNjN0n4G28sWAAvrgBHgDuzqwrqxWBpZfwP5jdXrbqTBYvwLRTkThCBjdcC69dff8XNN9+M3bt3871ZhIeyeLE3NDS4Wp0IRLyJwQIcAktEStGgFliAZi9CKfQvVPJgCSjOn04uMIJoIiaLCQ11DTCZQ8QqStcHEaJ4fYVOnToVGRkZKCkpQWRkJPbu3YtNmzbh8ssvx4YNG3xQRaLZ8CQPFgDEqgSWKLhcWbDgzoIVzGjkwaIehISPSLwsEa26tUKYNdSuI4IILby2YBUUFGD9+vVo1aoVTCYTTCYThgwZggULFmDKlCnYsWOHL+pJ+BJvLVhRGUCXyUDpDiDxCqDLJGF9DQuWZiZ3k/OyYBYimm/gzMUygmg8Ydaw0BVXdL0QIYTXAquhoQExMTEA+MSfp06dQrdu3dCxY0cUFRUZXkGiGfFUYHEc0P85oGwvb42yRAsL7M7l5L0IndI0KAp7Xd3AQcuCJX4PETcOQfgKElVEiOK1wOrVqxd27tyJjIwMZGdnY+HChbBarXjzzTcVWdeJIMLdDU5zuSAcmJZbTLGy46vdRaLRUEAhUEUxSQ8PgvAYul6IEMJrgTVr1ixUVlYCAObNm4frr78eV155JZKSkrBy5UrDK0g0I95k7JBuhDJRpRZY8t9My4IVKkHuGnVnTH8ZQRAEEfJ4LbDy8vKk7507d8b+/ftx/vx5JCQkhGa34ZZAo/43mRWKMcEdqBJY9jrAJMvT42qonGAWIpqDPVMWd4LwCC5UXrQIQokhd//ExEQSV6GM1n+rFbyujsFSZHZnrtM0hAKa7tIQO0aCIAjCI+j1mmjcW6PCMiMICycXYZ1KiIV6olGdPFgEQehDL+dEiEICi2gCYnoHu3IqwuRJZ2UWLK00DcF8k3WZpoEuMYLwiGC+BxCEBnT3JxrZixAy8SBaa0QBZeGnUelwiDB3aRpCAXIREoTXmLTy4hFE8EOjahJNQG3BEgRGeDI/8LEpDKivFMrKrFucVgxWMN9cNRK1Mko0ShAeYTYD7doBFou/a0IQhkICi2iaBYsBzhYsEy+u+B/8RHIXcqHXi9DVYM/kIiQI96Sk+LsGBGE4dPcnnPHY6qITg6UlKjRTNASzqJKhlaaBXIQEQRAtGhJYROPdWJJYciGwxG2LWdz1mlxIuNKoFyFBEATBQwKLcEYtdnTFj2q4HKc8VzK0UjSEhKgCyEVIEARBqKG7P+GFoNJbT5VoVMsN6DKLu6xcUKIV5E4uQoIgiJYMCSyiCehYsDQFVr3wM8x5mdP3YEVrqJxQOC6CIAjCW0hgEc54atHidILc5c3KJHS9lgRWCDY5zSB38XsIHi9BEAThFrr7E01wEeolGtUQWNI6OhasoLb0qCx5ABznIpiPiyAIgmgsJLCIJuBBmgaTVbVKCMZgubRgBfFxEQRBEI2GBBbh3oLlyVA5jMEhMDy1YIUKKqHJ/xAW0SVGEATREqFM7oQzjUk0KhcXikGczUI5DfEVKoM9Q2bBYgyoPALUlauWEQRBEC0Jer0mDEo0qjXWoLBtTqbjdS1YQSxE5Ja8hiqg9oIjLUWYzW/VIgiCIPwHWbAIZxqTaNRVklGTFWioE7YVgkPlyI9DikOzADGXAeYo/1SJIIiApqGhAXV1df6uBqGBxWJBWFjTw1lIYBHGJBp1NQ6hyQJIYz2HcpA7HJYrk5nEFUEQTjDGUFxcjNLSUn9XhXBBfHw8UlJSwDUhfIUEFuGMxw1KtGDJXISaAkvWkzAk0zRoCKxgFowEQfgMUVy1adMGkZGRTXqAE8bDGENVVRVKSkoAAKmpqY3eFgkswr248agXoSsXoawnYSj2quO0XIQheJwEQTSJhoYGSVwlJSX5uzqEDhEREQCAkpIStGnTptHuQnoKEM40phehq7QECoGlN9hzsL/FidY8smARBKGNGHMVGRnp55oQ7hD/o6bEyZHAIgC1Ovc2kztzF4MlTzYagjFYgPOwQcF+PARB+AxyCwY+RvxHJLAIZ4GlxlAXod5gz8GOKLAECxa5CAmCIFo09BQgAJOJ/4g0JdGoV0Hu8k0Fu9iS9agEQuB4CIIgiKZAAovgMcuTgXo5VI67XoScCYhMAyLaAaYQtWBxKgsWXVoEQYQIHMe5/MydOxdHjx5VzIuJiUHPnj0xadIkHDx4ULG9H374AYMHD0ZSUhIiIiKQmZmJF1980U9H5zuoFyHB05heElouQj3XWHgbdxvzfv8BhXDcdtFFGOzHQxAEwXP69Gnp+8qVKzF79mwUFRVJ86Kjo/H7778DANauXYuePXuiqqoKu3fvxpIlS5CVlYX//ve/GD58OAAgKioKkydPRp8+fRAVFYUffvgBf/3rXxEVFYWJEyc278H5EBJYBI8rC5YuWmMRemG5CaVehJzKRRjsx0MQBCGQkpIifY+LiwPHcYp5ACSBlZSUJC3r1KkTbrjhBgwfPhwTJkzA4cOHERYWhn79+qFfv37Suunp6fjss8/w/fffk8AiQpAwvfQJGr+l+RpjEbbY4G4KcicIwnsYA6qq/LPvyEjfG9tNJhOmTp2Km2++Gdu3b8cVV1zhVGbHjh3YsmULnnrqKd9WppkhgUXwmBvTFDTGIvRKWIRKJndAmRNM9psgCMIFVVVAdLR/9l1RAUQ1w4hemZmZAICjR48qBFb79u1x9uxZ1NfXY+7cubjvvvt8X5lmhAQWwdMYF6FiLMKmBncHuSDhKNEoQRCEFozxiajVuaW+//57VFRU4Mcff8SMGTPQuXNnjB071h9V9AkksAiexrgI5WJKco01fQTy4IRchARBeE9kJG9J8te+m4N9+/YBADIyMhTzxd+9e/fGmTNnMHfuXBJYRAjSKAuWTETY653nuV0/FIPcmTjDXzUhCCKI4LjmcdP5C7vdjqVLlyIjI0MR2K5Vrqamphlr5ntIYBE8jUrTIB/kWBivqbGWm1CJwZJ+BvvxEARBeM+5c+dQXFyMqqoq7NmzB4sXL8ZPP/2Er7/+Who0+ZVXXkGHDh2k2KxNmzZh0aJFmDJlij+rbjgksAiexiQaBcC7Ce0yC5aXQs0cDdjrAC7Im6KTsCQXIUEQLY/c3FwA/GDJHTt2xLBhw/Dmm2+ic+fOUhm73Y6ZM2fiyJEjMJvNuOyyy/B///d/+Otf/+qvavuEIH+qEYbRqDxYQlkGNDpNQ2w3vhdi0Ft8yIJFEEToM378eIwfP95pfnp6uhTM7o6HHnoIDz30kME1CzzoNZvgaYyLEIBzE2pEkwoFMeJ0DCFwTARBEESjIYFF8MgtWOq3EFcCSG2xaum9CKWfdGkRBEG0ZOgpQPCYZE2hoUG/nBMkLABoHDdZsAiCIFoyLfRpSLjEG4HlZMFqqU2KYrAIgiAIB0H3NKypqUHfvn3BcRwKCwsVy3bt2oUrr7wS4eHhSEtLw8KFC53W//TTT5GZmYnw8HD07t0b33zzjWI5YwyzZ89GamoqIiIikJubi4MHDyrKnD9/HuPGjUNsbCzi4+MxYcIEVPgrU5wvkAssd0KBBJaA+jy11PNAEARBAEH4FHjsscfQtm1bp/nl5eUYOXIkOnbsiO3bt+O5557D3Llz8eabb0pltmzZgrFjx2LChAnYsWMHRo8ejdGjR2PPnj1SmYULF2Lp0qV4/fXXsXXrVkRFRSEvLw/V1dVSmXHjxmHv3r3Iz8/HqlWrsGnTppAaAbzRLsIWG38FL1NbEARBEKFOUAmsb7/9FmvWrMGiRYuclq1YsQK1tbV455130LNnT9xxxx2YMmUKXnjhBanMkiVLMGrUKDz66KPo3r075s+fj/79++Pll18GwFuvFi9ejFmzZuGmm25Cnz598N577+HUqVP44osvAPAp/1evXo233noL2dnZGDJkCF566SV8/PHHOHXqlG7da2pqUF5ervgELI12EQZVczIY6kVIEARBOAiaJ+KZM2dw//334/3330ekxgBKBQUFuOqqq2C1WqV5eXl5KCoqwoULF6QyYhI0eZmCggIAwJEjR1BcXKwoExcXh+zsbKlMQUEB4uPjcfnll0tlcnNzYTKZsHXrVt36L1iwAHFxcdInLS2tEWfBxyQn89P27R3zvHERtlj3IMhVShAEQSgIiqcAYwzjx4/HAw88oBA2coqLi5EsCgQB8XdxcbHLMvLl8vX0yrRp00ax3Gw2IzExUSqjxcyZM1FWViZ9Tpw44fKY/UL79kBWFhAf78VK5CLkIQsWQRAE4cCvAmvGjBngOM7lZ//+/XjppZdw8eJFzJw505/VbRI2mw2xsbGKT0Bi9jK5P1mwBChdBUEQBOHAr0+B6dOnY9++fS4/nTp1wvr161FQUACbzQaz2SyNaXT55Zfj7rvvBgCkpKTgzJkziu2Lv1NSUlyWkS+Xr6dXpqSkRLG8vr4e58+fl8oEPXK3oNtgbYrBAkCZ3AmCCGnGjx8vGT6sVis6d+6MefPmob6+Hhs2bFAYRpKTkzFmzBj8+uuvim1s2bIF1157LRISEqSe/C+88AIavOpYFTz4dSzC1q1bo3Xr1m7LLV26FE899ZT0+9SpU8jLy8PKlSuRnZ0NAMjJycE//vEP1NXVwWKxAADy8/PRrVs3JCQkSGXWrVuHhx9+WNpWfn4+cnJyAAAZGRlISUnBunXr0LdvXwB878StW7fiwQcflLZRWlqK7du3Y8CAAQCA9evXw263S3VpUciFhakFuwgp0ShBECHOqFGjsGzZMtTU1OCbb77BpEmTYLFYpGdoUVERYmJicPDgQUycOBE33HADdu3ahbCwMHz++ee47bbbcM899+C7775DfHw81q5di8ceewwFBQX45JNPwIVa72sWhBw5coQBYDt27JDmlZaWsuTkZPaXv/yF7dmzh3388ccsMjKSvfHGG1KZzZs3M7PZzBYtWsT27dvH5syZwywWC9u9e7dU5tlnn2Xx8fHsyy+/ZLt27WI33XQTy8jIYJcuXZLKjBo1ivXr149t3bqV/fDDD6xLly5s7NixXh1DWVkZA8DKysoafyJ8hd3O2LZt/Ed2jjWpPMnYuW385+KR5qhdYFJzwXEezm3jzyFBEISMS5cusV9++UXxPAkW7r77bnbTTTcp5o0YMYINHDiQfffddwwAu3DhgrRsxYoVDADbv38/q6ioYElJSexPf/qT03a/+uorBoB9/PHHPj4C73D1X3n6/ParBctI4uLisGbNGkyaNAkDBgxAq1atMHv2bEV+qkGDBuHDDz/ErFmz8MQTT6BLly744osv0KtXL6nMY489hsrKSkycOBGlpaUYMmQIVq9ejfDwcKnMihUrMHnyZAwfPhwmkwljxozB0qVLm/V4fYo3LkKKwRKgPFgEQTQCxoCqKv/sOzKySfeqiIgInDt3TncZANTW1mLNmjU4d+4cHnnkEadyN9xwA7p27YqPPvoIt99+e6PrEogEpcBKT08HUw9IDKBPnz74/vvvXa5766234tZbb9VdznEc5s2bh3nz5umWSUxMxIcffuh5hUMa6kUIQHWTInFFEISHVFUB0dH+2XdFBRAV5fVqjDGsW7cO//vf//DQQw85LT99+jQWLVqEdu3aoVu3btKIKd27d9fcXmZmJg4cOOB1PQKdoBRYRABBFiwB+bGTwCIIIvRYtWoVoqOjUVdXB7vdjjvvvBNz587Fzz//DABo3749GGOoqqpCVlYW/vOf/yhyU2oZRkIZEliEa7wai7AFCyyFW7UFnweCILwjMpK3JPlr314wbNgwvPbaa7BarWjbti3MqrQ+33//PWJjY9GmTRvExMRI87t27QqAHwll0KBBTtvdt28fevTo0YgDCGxIYBFNhFyEPOQiJAiiEXBco9x0/iAqKkpKk6RFRkYG4jUSVY8cORKJiYl4/vnnnQTWV199hYMHD2L+/PlGV9fv0Ks2oY1okaEgdw/xJncYQRBEyyEqKgpvvPEGvvzyS0ycOBG7du3C0aNH8fbbb2P8+PG45ZZbcNttt/m7mobTkp+IhBGQwOIhVylBEIQut9xyC7777jscP34cV155Jbp164YXX3wR//jHP/Dxxx+HXg4skIuQaDLkIuQhCxZBEKHL8uXLdZcNHTrUowD2K6+8EqtXrzawVoENvWoT2pCL0DsU56kFnweCIAgCAD0JiCZDrjEesmARBEEQDlryE5EwAkpPIEC9CAmCIAgHLfmJSLjCUxehvAm15BgscpUSBEEQMuhJQDQNEhY8NFQOQRAEIYN6ERJNw2QGzLG8uGrJAgsAL6wYxWARBEEQJLAIN3giFmK7+L4eQYEgsMgwTBAE0eKhJwGhDVlhvMfjuDWCIAgi1CGBRRCGIV5OJLAIgiBaOiSwCNeQNcZzJAsWXVYEQRAtHXoSENqQsGoEnGpKEAQROpw9exYPPvggOnToAJvNhpSUFOTl5WHz5s2KcgUFBQgLC8N1112nuZ3a2losXLgQWVlZiIyMRKtWrTB48GAsW7YMdXV1zXEozQIFuROEYZDAIggidBkzZgxqa2vx7rvvolOnTjhz5gzWrVuHc+fOKcq9/fbbeOihh/D222/j1KlTaNu2rbSstrYWeXl52LlzJ+bPn4/BgwcjNjYWP/74IxYtWoR+/fqhb9++zXxkvoEEFuEasmR5jugaJBchQRAewhhDVV2VX/YdaYkE5+E9vrS0FN9//z02bNiAq6++GgDQsWNHXHHFFYpyFRUVWLlyJbZt24bi4mIsX74cTzzxhLR88eLF2LRpE7Zt24Z+/fpJ8zt16oRbb70VtbW1BhxZYEACiyAMgyxYBEF4R1VdFaIXRPtl3xUzKxBljfKobHR0NKKjo/HFF19g4MCBsNlsmuU++eQTZGZmolu3bvjzn/+Mhx9+GDNnzpSE3IoVK5Cbm6sQVyIWiwUWi6XxBxRg0Ks2oQ2lHPAeOmcEQYQoZrMZy5cvx7vvvov4+HgMHjwYTzzxBHbt2qUo9/bbb+PPf/4zAGDUqFEoKyvDxo0bpeUHDx5EZmZms9bdX5AFiyAMQxRW9N5CEIRnRFoiUTGzwm/79oYxY8bguuuuw/fff48ff/wR3377LRYuXIi33noL48ePR1FREX766Sd8/vnnAHhRdvvtt+Ptt9/G0KFDAfAu0ZYCCSyCMAqTYNo20WVFEIRncBznsZsuEAgPD8eIESMwYsQI/POf/8R9992HOXPmYPz48Xj77bdRX1+vCGpnjMFms+Hll19GXFwcunbtiv379/vxCJoPetUmtCF3l/dEtgeiMgBLnL9rQhAE0Sz06NEDlZWVqK+vx3vvvYfnn38ehYWF0mfnzp1o27YtPvroIwDAnXfeibVr12LHjh1O26qrq0NlZWVzH4LPIIFFEEZhsgC2RBKlBEGEHOfOncM111yDDz74ALt27cKRI0fw6aefYuHChbjpppuwatUqXLhwARMmTECvXr0UnzFjxuDtt98GADz88MMYPHgwhg8fjldeeQU7d+7Er7/+ik8++QQDBw7EwYMH/XykxkG+DIIgCIIgXBIdHY3s7Gy8+OKLOHz4MOrq6pCWlob7778fTzzxBG677Tbk5uYiLs7Zgj9mzBgsXLgQu3btQp8+fZCfn48XX3wRb7zxBh555BFERkaie/fumDJlCnr16uWHo/MNHGtJEWcBRHl5OeLi4lBWVobY2Fh/V8eZvXuB6mogNhbo0sXftSEIggh6qqurceTIEWRkZCA8PNzf1SFc4Oq/8vT5TS5CgiAIgiAIgyGBRRAEQRAEYTAksAjXUMA2QRAEQXgNCSxCGxJWBEEQBNFoSGARBEEQBEEYDAkswjVkySIIgiAIryGBRWhDwoogCIIgGg0JLIIgCIIgCIMhgUW4hixZBEEQBOE1JLAIgiAIgiAMhgQWoQ1ZrgiCIAiB8ePHg+M4cBwHi8WC5ORkjBgxAu+88w7sdrtULj09XSoXERGB9PR03HbbbVi/fr1ie0ePHpXKcRyHpKQkjBw5Ejt27FCUO3ToEO6991506NABNpsN7dq1w/Dhw7FixQrU19c3y7E3FhJYhGtIaBEEQRAARo0ahdOnT+Po0aP49ttvMWzYMEydOhXXX3+9QuzMmzcPp0+fRlFREd577z3Ex8cjNzcXTz/9tNM2165di9OnT+N///sfKioq8Mc//hGlpaUAgJ9++gn9+/fHvn378Morr2DPnj3YsGED7rvvPrz22mvYu3dvcx16ozD7uwIEQRAE0VJhjKGuqs4v+7ZEWsB58RJts9mQkpICAGjXrh369++PgQMHYvjw4Vi+fDnuu+8+AEBMTIxUrkOHDrjqqquQmpqK2bNn45ZbbkG3bt2kbSYlJSElJQUpKSlYtGgRBg8ejK1bt2LkyJEYP348unbtis2bN8NkctiDunTpgrFjx4IxZsRp8BkksAhtxIuOLFgEQRA+o66qDguiF/hl3zMrZsIaZW3SNq655hpkZWXhs88+kwSWFlOnTsX8+fPx5Zdf4rHHHtMsExERAQCora1FYWEh9u3bh48++kghruR4Iw79AbkICYIgCIJoNJmZmTh69KjLMomJiWjTpo1uudLSUsyfPx/R0dG44oorcODAAQBQWLtKSkoQHR0tfV599VWjDsEnkAWLIAiCIPyEJdKCmRUz/bZvI2CMeWRN0io3aNAgmEwmVFZWolOnTli5ciWSk5M1109KSkJhYSEAYOjQoaitrW1y3X0JCSzCNQFugiUIgghmOI5rspvO3+zbtw8ZGRkuy5w7dw5nz551Krdy5Ur06NEDSUlJiI+Pl+Z36dIFAFBUVIR+/foBAMLCwtC5c2cAgNkc+PKFXISENiSsCIIgCDesX78eu3fvxpgxY1yWW7JkCUwmE0aPHq2Yn5aWhssuu0whrgCgX79+yMzMxKJFixRpIIKJwJeABEEQBEH4nZqaGhQXF6OhoQFnzpzB6tWrsWDBAlx//fW46667pHIXL15EcXEx6urqcOTIEXzwwQd46623sGDBAskC5Q6O47Bs2TKMGDECgwcPxsyZM9G9e3fU1dVh06ZNOHv2LMLCwnx1qIZAAotwDVmyCIIgCACrV69GamoqzGYzEhISkJWVhaVLl+Luu+9W9PSbPXs2Zs+eDavVipSUFAwcOBDr1q3DsGHDvNrfwIEDsX37djzzzDOYNGkSiouLERUVhaysLLz44ou49957jT5EQwkaF6E8O6z4efbZZxVldu3ahSuvvBLh4eFIS0vDwoULnbbz6aefIjMzE+Hh4ejduze++eYbxXLGGGbPno3U1FREREQgNzcXBw8eVJQ5f/48xo0bh9jYWMTHx2PChAmoqKgw/qD9CQkrgiAIQmD58uVgjPF5u+rqUFJSgvz8fNxzzz0KcXX06FGpXE1NDY4dO4aVK1c6iav09HQwxtC3b1+X++3atSuWL1+OEydOoK6uDqWlpdi4cSMmTpwY8HFYQSOwAEd2WPHz0EMPScvKy8sxcuRIdOzYEdu3b8dzzz2HuXPn4s0335TKbNmyBWPHjsWECROwY8cOjB49GqNHj8aePXukMgsXLsTSpUvx+uuvY+vWrYiKikJeXh6qq6ulMuPGjcPevXuRn5+PVatWYdOmTZg4cWLznASCIAiCIAIfFiR07NiRvfjii7rLX331VZaQkMBqamqkeY8//jjr1q2b9Pu2225j1113nWK97Oxs9te//pUxxpjdbmcpKSnsueeek5aXlpYym83GPvroI8YYY7/88gsDwH7++WepzLfffss4jmMnT570+HjKysoYAFZWVubxOs3KgQOMbdvG2PHj/q4JQRBESHDp0iX2yy+/sEuXLvm7KoQbXP1Xnj6/g8qC9eyzzyIpKQn9+vXDc889pxj7qKCgAFdddRWsVkd317y8PBQVFeHChQtSmdzcXMU28/LyUFBQAAA4cuQIiouLFWXi4uKQnZ0tlSkoKEB8fDwuv/xyqUxubi5MJhO2bt2qW/eamhqUl5crPgENuQgJgiAIotEEtgNTxpQpU9C/f38kJiZiy5YtmDlzJk6fPo0XXngBAFBcXOyUX0NMVlZcXIyEhAQUFxc7JTBLTk5GcXGxVE6+nl6ZNm3aKJabzWYkJiZKZbRYsGABnnzySW8PmyAIgiCIIMSvFqwZM2Y4Ba6rP/v37wcA/P3vf8fQoUPRp08fPPDAA3j++efx0ksvoaamxp+H4DEzZ85EWVmZ9Dlx4oS/q+QZZMkiCIIgCK/xqwVr+vTpGD9+vMsynTp10pyfnZ2N+vp6HD16FN26dUNKSgrOnDmjKCP+Fkf11isjXy7OS01NVZQRezqkpKSgpKREsY36+nqcP39eWl8Lm80Gm83m8lgJgiAIgggN/GrBat26NTIzM11+5DFVcgoLC2EymSR3XU5ODjZt2oS6ujqpTH5+Prp164aEhASpzLp16xTbyc/PR05ODgAgIyMDKSkpijLl5eXYunWrVCYnJwelpaXYvn27VGb9+vWw2+3Izs424KwECGS5IgiCIIhGExRB7gUFBVi8eDF27tyJX3/9FStWrMC0adPw5z//WRJPd955J6xWKyZMmIC9e/di5cqVWLJkCf7+979L25k6dSpWr16N559/Hvv378fcuXOxbds2TJ48GQCfOfbhhx/GU089ha+++gq7d+/GXXfdhbZt20rp/bt3745Ro0bh/vvvx08//YTNmzdj8uTJuOOOO9C2bdtmPzc+h4QWQRAEQXiPr7o4Gsn27dtZdnY2i4uLY+Hh4ax79+7smWeeYdXV1YpyO3fuZEOGDGE2m421a9eOPfvss07b+uSTT1jXrl2Z1WplPXv2ZF9//bViud1uZ//85z9ZcnIys9lsbPjw4ayoqEhR5ty5c2zs2LEsOjqaxcbGsnvuuYddvHjRq2MK+DQNhw7xaRp++83fNSEIgggJKE1D8GBEmgaOMcb8LfJaIuXl5YiLi0NZWRliY2P9XR1nfv0VuHABSE0FQtEyRxAE0cxUV1fjyJEjyMjIQHh4uL+rE1Ls378f48ePR2FhITIzM1FYWNik7bn6rzx9fgeFi5AgCIIgCP8xfvx4qXe/xWJBcnIyRowYgXfeeQd2u10qJx/WLiIiAunp6bjtttuwfv16xfaOHj2qyBiQlJSEkSNHYseOHYpyhw4dwr333osOHTrAZrOhXbt2GD58OFasWKHIhTlnzhxERUWhqKhIiqOWbz8qKgpdunTB+PHjFTHUvoQEFkEQBEEQbhk1ahROnz6No0eP4ttvv8WwYcMwdepUXH/99QqxIw5rV1RUhPfeew/x8fHIzc3F008/7bTNtWvX4vTp0/jf//6HiooK/PGPf0RpaSkA4KeffkL//v2xb98+vPLKK9izZw82bNiA++67D6+99hr27t0rbefw4cMYMmQIOnbsiKSkJGn+smXLcPr0aezduxevvPIKKioqkJ2djffee893J0ogaBKNEn6CgtwJgiB8B2NAQ5V/9h0W6dU93mazSemI2rVrh/79+2PgwIEYPnw4li9fjvvuuw8AEBMTI5Xr0KEDrrrqKqSmpmL27Nm45ZZb0K1bN2mbSUlJSElJQUpKChYtWoTBgwdj69atGDlyJMaPH4+uXbti8+bNigGlu3TpgrFjx0KMcOKEY9i+fTvmzZuHOXPmYO7cuQCA+Ph4qS7p6ekYOXIk7r77bkyePBk33HCD1FHOF5DAIrQhYUUQBOF7GqqAT6L9s+/bKgBzVJM2cc011yArKwufffaZJLC0mDp1KubPn48vv/wSjz32mGaZiIgIAEBtbS0KCwuxb98+fPTRRwpxJUcUVqdPn0Zubi5GjRqFRx55BNHRrs/ntGnT8N577yE/Px+33XabJ4fZKMhFSBAEQRBEo8nMzMTRo0ddlklMTESbNm10y5WWlmL+/PmIjo7GFVdcgQMHDgCAwtpVUlKC6Oho6fPqq68C4BOAm81mREdHIyUlxa3AyszMBAC3dW4qZMEiXEOWLIIgCN8RFslbkvy1bwNgjEnWJG/LDRo0CCaTCZWVlejUqRNWrlzpNB6wSFJSktQ7cOjQoaitrW10fQF4VOemQAKL0IaEFUEQhO/huCa76fzNvn37kJGR4bLMuXPncPbsWadyK1euRI8ePZCUlIT4+HhpfpcuXQAARUVF6NevHwAgLCwMnTt3BgCYzY2XL/v27QMAt3VuKuQiJAiCIAiiUaxfvx67d+/GmDFjXJZbsmQJTCaTNCqKSFpaGi677DKFuAKAfv36ITMzE4sWLVKkgTCCxYsXIzY2Frm5uYZuVw1ZsAht4uKAigogEJOgEgRBEM1OTU0NiouL0dDQgDNnzmD16tVYsGABrr/+etx1111SuYsXL6K4uBh1dXU4cuQIPvjgA7z11ltYsGCBZIFyB8dxWLZsGUaMGIHBgwdj5syZ6N69O+rq6rBp0yacPXsWYWFhbrdTWlqK4uJi1NTU4MCBA3jjjTfwxRdfSOkjfAkJLEKbhAT+QxAEQRAAVq9ejdTUVJjNZiQkJCArKwtLly7F3XffrejpN3v2bMyePRtWqxUpKSkYOHAg1q1bh2HDhnm1v4EDB2L79u145plnMGnSJBQXFyMqKgpZWVl48cUXce+997rdxj333AMACA8PR7t27TBkyBApv5avoaFy/ETAD5VDEARBGAoNlRM80FA5BEEQBEEQAQgJLIIgCIIgCIMhgUUQBEEQBGEwJLAIgiAIgiAMhgQWQRAEQTQj1Lcs8DHiPyKBRRAEQRDNgMViAQBUVVX5uSaEO8T/SPzPGgPlwSIIgiCIZiAsLAzx8fEoKSkBAERGRvp8PDzCOxhjqKqqQklJCeLj4z1KZqoHCSyCIAiCaCZSUlIAQBJZRGASHx8v/VeNhQQWQRAEQTQTHMchNTUVbdq0QV1dnb+rQ2hgsViaZLkSIYFFEARBEM1MWFiYIQ9xInChIHeCIAiCIAiDIYFFEARBEARhMCSwCIIgCIIgDIZisPyEmMSsvLzczzUhCIIgCMJTxOe2u2SkJLD8xMWLFwEAaWlpfq4JQRAEQRDecvHiRcTFxeku5xjl7PcLdrsdp06dQkxMjKGJ5srLy5GWloYTJ04gNjbWsO2GKnS+PIfOlXfQ+fIcOleeQ+fKO3xxvhhjuHjxItq2bQuTST/SiixYfsJkMqF9+/Y+235sbCxdfF5A58tz6Fx5B50vz6Fz5Tl0rrzD6PPlynIlQkHuBEEQBEEQBkMCiyAIgiAIwmBIYIUYNpsNc+bMgc1m83dVggI6X55D58o76Hx5Dp0rz6Fz5R3+PF8U5E4QBEEQBGEwZMEiCIIgCIIwGBJYBEEQBEEQBkMCiyAIgiAIwmBIYBEEQRAEQRgMCawgYMGCBfjDH/6AmJgYtGnTBqNHj0ZRUZGiTHV1NSZNmoSkpCRER0djzJgxOHPmjKLM8ePHcd111yEyMhJt2rTBo48+ivr6+uY8lGbBk/M1dOhQcByn+DzwwAOKMi3hfL322mvo06ePlIQvJycH3377rbSc2pUDd+eK2pQ+zz77LDiOw8MPPyzNo7alj9b5ovblYO7cuU7nIjMzU1oeMG2LEQFPXl4eW7ZsGduzZw8rLCxk1157LevQoQOrqKiQyjzwwAMsLS2NrVu3jm3bto0NHDiQDRo0SFpeX1/PevXqxXJzc9mOHTvYN998w1q1asVmzpzpj0PyKZ6cr6uvvprdf//97PTp09KnrKxMWt5SztdXX33Fvv76a3bgwAFWVFTEnnjiCWaxWNiePXsYY9Su5Lg7V9SmtPnpp59Yeno669OnD5s6dao0n9qWNnrni9qXgzlz5rCePXsqzsXZs2el5YHStkhgBSElJSUMANu4cSNjjLHS0lJmsVjYp59+KpXZt28fA8AKCgoYY4x98803zGQyseLiYqnMa6+9xmJjY1lNTU3zHkAzoz5fjPE3K/nNS01LPl8JCQnsrbfeonblAeK5YozalBYXL15kXbp0Yfn5+YrzQ21LG73zxRi1Lzlz5sxhWVlZmssCqW2RizAIKSsrAwAkJiYCALZv3466ujrk5uZKZTIzM9GhQwcUFBQAAAoKCtC7d28kJydLZfLy8lBeXo69e/c2Y+2bH/X5ElmxYgVatWqFXr16YebMmaiqqpKWtcTz1dDQgI8//hiVlZXIycmhduUC9bkSoTalZNKkSbjuuusUbQige5YeeudLhNqXg4MHD6Jt27bo1KkTxo0bh+PHjwMIrLZFgz0HGXa7HQ8//DAGDx6MXr16AQCKi4thtVoRHx+vKJucnIzi4mKpjLwxicvFZaGK1vkCgDvvvBMdO3ZE27ZtsWvXLjz++OMoKirCZ599BqBlna/du3cjJycH1dXViI6Oxueff44ePXqgsLCQ2pUKvXMFUJtS8/HHH+P//b//h59//tlpGd2znHF1vgBqX3Kys7OxfPlydOvWDadPn8aTTz6JK6+8Env27AmotkUCK8iYNGkS9uzZgx9++MHfVQkK9M7XxIkTpe+9e/dGamoqhg8fjsOHD+Oyyy5r7mr6lW7duqGwsBBlZWX497//jbvvvhsbN270d7UCEr1z1aNHD2pTMk6cOIGpU6ciPz8f4eHh/q5OwOPJ+aL25eCPf/yj9L1Pnz7Izs5Gx44d8cknnyAiIsKPNVNCLsIgYvLkyVi1ahW+++47tG/fXpqfkpKC2tpalJaWKsqfOXMGKSkpUhl1Lwrxt1gm1NA7X1pkZ2cDAA4dOgSgZZ0vq9WKzp07Y8CAAViwYAGysrKwZMkSalca6J0rLVpym9q+fTtKSkrQv39/mM1mmM1mbNy4EUuXLoXZbEZycjK1LRnuzldDQ4PTOi25famJj49H165dcejQoYC6b5HACgIYY5g8eTI+//xzrF+/HhkZGYrlAwYMgMViwbp166R5RUVFOH78uBQfkpOTg927d6OkpEQqk5+fj9jYWMnFESq4O19aFBYWAgBSU1MBtKzzpcZut6OmpobalQeI50qLltymhg8fjt27d6OwsFD6XH755Rg3bpz0ndqWA3fnKywszGmdlty+1FRUVODw4cNITU0NrPuWYeHyhM948MEHWVxcHNuwYYOiW2pVVZVU5oEHHmAdOnRg69evZ9u2bWM5OTksJydHWi52Sx05ciQrLCxkq1evZq1btw7JLrzuztehQ4fYvHnz2LZt29iRI0fYl19+yTp16sSuuuoqaRst5XzNmDGDbdy4kR05coTt2rWLzZgxg3Ecx9asWcMYo3Ylx9W5ojblHnUvOGpbrpGfL2pfSqZPn842bNjAjhw5wjZv3sxyc3NZq1atWElJCWMscNoWCawgAIDmZ9myZVKZS5cusb/97W8sISGBRUZGsptvvpmdPn1asZ2jR4+yP/7xjywiIoK1atWKTZ8+ndXV1TXz0fged+fr+PHj7KqrrmKJiYnMZrOxzp07s0cffVSRU4axlnG+7r33XtaxY0dmtVpZ69at2fDhwyVxxRi1KzmuzhW1KfeoBRa1LdfIzxe1LyW33347S01NZVarlbVr147dfvvt7NChQ9LyQGlbHGOMGWcPIwiCIAiCICgGiyAIgiAIwmBIYBEEQRAEQRgMCSyCIAiCIAiDIYFFEARBEARhMCSwCIIgCIIgDIYEFkEQBEEQhMGQwCIIgiAIgjAYElgEQRAEQRAGQwKLIAiimdiwYQM4jnMaiJYgiNCDBBZBEARBEITBkMAiCIIgCIIwGBJYBEG0GOx2OxYsWICMjAxEREQgKysL//73vwE43Hdff/01+vTpg/DwcAwcOBB79uxRbOM///kPevbsCZvNhvT0dDz//POK5TU1NXj88ceRlpYGm82Gzp074+2331aU2b59Oy6//HJERkZi0KBBKCoqUiz/8ssv0b9/f4SHh6NTp0548sknUV9fDwBgjGHu3Lno0KEDbDYb2rZtiylTphh9qgiCaCqGDh1NEAQRwDz11FMsMzOTrV69mh0+fJgtW7aM2Ww2tmHDBvbdd98xAKx79+5szZo1bNeuXez6669n6enprLa2ljHG2LZt25jJZGLz5s1jRUVFbNmyZSwiIoItW7ZM2sdtt93G0tLS2GeffcYOHz7M1q5dyz7++GPGGJP2kZ2dzTZs2MD27t3LrrzySjZo0CBp/U2bNrHY2Fi2fPlydvjwYbZmzRqWnp7O5s6dyxhj7NNPP2WxsbHsm2++YceOHWNbt25lb775ZvOdRIIgPIIEFkEQLYLq6moWGRnJtmzZopg/YcIENnbsWEn8iGKIMcbOnTvHIiIi2MqVKxljjN15551sxIgRivUfffRR1qNHD8YYY0VFRQwAy8/P16yDuI+1a9dK877++msGgF26dIkxxtjw4cPZM888o1jv/fffZ6mpqYwxxp5//nnWtWtXSfQRBBGYkIuQIIgWwaFDh1BVVYURI0YgOjpa+rz33ns4fPiwVC4nJ0f6npiYiG7dumHfvn0AgH379mHw4MGK7Q4ePBgHDx5EQ0MDCgsLERYWhquvvtplXfr06SN9T01NBQCUlJQAAHbu3Il58+Yp6nj//ffj9OnTqKqqwq233opLly6hU6dOuP/++/H5559L7kOCIAIHs78rQBAE0RxUVFQAAL7++mu0a9dOscxmsylEVmOJiIjwqJzFYpG+cxwHgI8PE+v55JNP4k9/+pPTeuHh4UhLS0NRURHWrl2L/Px8/O1vf8Nzzz2HjRs3KrZLEIR/IYFFEESLoEePHrDZbDh+/LimhUkUWD/++CM6dOgAALhw4QIOHDiA7t27AwC6d++OzZs3K9bbvHkzunbtirCwMPTu3Rt2ux0bN25Ebm5uo+rZv39/FBUVoXPnzrplIiIicMMNN+CGG27ApEmTkJmZid27d6N///6N2idBEMZDAosgiBZBTEwMHnnkEUybNg12ux1DhgxBWVkZNm/ejNjYWHTs2BEAMG/ePCQlJSE5ORn/+Mc/0KpVK4wePRoAMH36dPzhD3/A/Pnzcfvtt6OgoAAvv/wyXn31VQBAeno67r77btx7771YunQpsrKycOzYMZSUlOC2227zqJ6zZ8/G9ddfjw4dOuCWW26ByWTCzp07sWfPHjz11FNYvnw5GhoakJ2djcjISHzwwQeIiIiQ6k8QRIDg7yAwgiCI5sJut7PFixezbt26MYvFwlq3bs3y8vLYxo0bpQD0//73v6xnz57MarWyK664gu3cuVOxjX//+9+sR48ezGKxsA4dOrDnnntOsfzSpUts2rRpLDU1lVmtVta5c2f2zjvvMMYcQe4XLlyQyu/YsYMBYEeOHJHmrV69mg0aNIhFRESw2NhYdsUVV0g9BT///HOWnZ3NYmNjWVRUFBs4cKAiaJ4giMCAY4wxP2s8giAIv7NhwwYMGzYMFy5cQHx8vL+rQxBEkEO9CAmCIAiCIAyGBBZBEARBEITBkIuQIAiCIAjCYMiCRRAEQRAEYTAksAiCIAiCIAyGBBZBEARBEITBkMAiCIIgCIIwGBJYBEEQBEEQBkMCiyAIgiAIwmBIYBEEQRAEQRgMCSyCIAiCIAiD+f9lo/WEFpha5AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "# 定义计算移动平均值的函数\n",
    "def moving_average(data, window_size):\n",
    "    return np.convolve(data, np.ones(window_size)/window_size, mode='valid')\n",
    "\n",
    "# 假设数据已经加载到以下变量中\n",
    "td3_scores = td3_data['score']\n",
    "ppo_scores = ppo_data['score']\n",
    "sac_scores = sac_data['score']\n",
    "ddpg_scores = ddpg_data['score']\n",
    "ddpgfd_scores = ddpgfd_data['score']\n",
    "\n",
    "# 移动平均窗口大小\n",
    "window_size = 10  # 可根据需要调整\n",
    "\n",
    "# 计算移动平均值\n",
    "td3_mean = moving_average(td3_scores[-300:], window_size)\n",
    "ppo_mean = moving_average(ppo_scores[-300:], window_size)\n",
    "sac_mean = moving_average(sac_scores[-300:], window_size)\n",
    "ddpg_mean = moving_average(ddpg_scores[-300:], window_size)\n",
    "ddpgfd_mean = moving_average(ddpgfd_scores[-300:], window_size)\n",
    "\n",
    "# 绘制训练曲线（半透明）\n",
    "plt.plot(range(200, 500), td3_scores[-300:], color='blue', alpha=0.2)\n",
    "plt.plot(range(200, 500),ppo_scores[-300:], color='red', alpha=0.2)\n",
    "plt.plot(range(200, 500),sac_scores[-300:], color='green', alpha=0.2)\n",
    "plt.plot(range(200, 500),ddpg_scores[-300:], color='purple', alpha=0.2)\n",
    "plt.plot(range(200, 500),ddpgfd_scores[-300:], color='orange', alpha=0.2)\n",
    "\n",
    "# 绘制移动平均值曲线（不透明）\n",
    "plt.plot(range(200, 200+len(td3_mean)), td3_mean, color='blue', label='TD3')\n",
    "plt.plot(range(200, 200+len(td3_mean)), ppo_mean, color='red', label='PPO')\n",
    "plt.plot(range(200, 200+len(td3_mean)), sac_mean, color='green', label='SAC')\n",
    "plt.plot(range(200, 200+len(td3_mean)), ddpg_mean, color='purple', label='DDPG')\n",
    "plt.plot(range(200, 200+len(td3_mean)), ddpgfd_mean, color='orange', label='DDPGfD')\n",
    "\n",
    "# 添加图例\n",
    "plt.legend()\n",
    "plt.ylabel('average score')\n",
    "plt.xlabel('epoches')\n",
    "# 显示图像\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "drl",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
